{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## iris数据集\n",
    "\n",
    "鸢尾花（iris）数据集是一个经典数据集，在统计学习和机器学习领域都经常被用作示例。数据集内包含 3 类共 150 条记录，每类各 50 个数据，每条记录都有 4 项特征：花萼长度、花萼宽度、花瓣长度、花瓣宽度，可以通过这4个特征预测鸢尾花卉属于（iris-setosa, iris-versicolour, iris-virginica）中的哪一品种。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "from pandas import plotting\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150 entries, 0 to 149\n",
      "Data columns (total 5 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   sepal length (cm)  150 non-null    float64\n",
      " 1   sepal width (cm)   150 non-null    float64\n",
      " 2   petal length (cm)  150 non-null    float64\n",
      " 3   petal width (cm)   150 non-null    float64\n",
      " 4   Species            150 non-null    int64  \n",
      "dtypes: float64(4), int64(1)\n",
      "memory usage: 6.0 KB\n",
      "数据集信息：\n",
      "None\n",
      "前5条数据：\n",
      "   sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)  \\\n",
      "0                5.1               3.5                1.4               0.2   \n",
      "1                4.9               3.0                1.4               0.2   \n",
      "2                4.7               3.2                1.3               0.2   \n",
      "3                4.6               3.1                1.5               0.2   \n",
      "4                5.0               3.6                1.4               0.2   \n",
      "\n",
      "   Species  \n",
      "0        0  \n",
      "1        0  \n",
      "2        0  \n",
      "3        0  \n",
      "4        0  \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal length (cm)</th>\n",
       "      <th>sepal width (cm)</th>\n",
       "      <th>petal length (cm)</th>\n",
       "      <th>petal width (cm)</th>\n",
       "      <th>Species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.057333</td>\n",
       "      <td>3.758000</td>\n",
       "      <td>1.199333</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.435866</td>\n",
       "      <td>1.765298</td>\n",
       "      <td>0.762238</td>\n",
       "      <td>0.819232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       sepal length (cm)  sepal width (cm)  petal length (cm)  \\\n",
       "count         150.000000        150.000000         150.000000   \n",
       "mean            5.843333          3.057333           3.758000   \n",
       "std             0.828066          0.435866           1.765298   \n",
       "min             4.300000          2.000000           1.000000   \n",
       "25%             5.100000          2.800000           1.600000   \n",
       "50%             5.800000          3.000000           4.350000   \n",
       "75%             6.400000          3.300000           5.100000   \n",
       "max             7.900000          4.400000           6.900000   \n",
       "\n",
       "       petal width (cm)     Species  \n",
       "count        150.000000  150.000000  \n",
       "mean           1.199333    1.000000  \n",
       "std            0.762238    0.819232  \n",
       "min            0.100000    0.000000  \n",
       "25%            0.300000    0.000000  \n",
       "50%            1.300000    1.000000  \n",
       "75%            1.800000    2.000000  \n",
       "max            2.500000    2.000000  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 加载数据集\n",
    "data = load_iris() \n",
    "# 转换成.DataFrame形式\n",
    "df = pd.DataFrame(data.data, columns = data.feature_names)\n",
    "# 添加品种列\n",
    "df['Species'] = data.target\n",
    "# 查看数据集信息\n",
    "print(f\"数据集信息：\\n{df.info()}\")\n",
    "# 查看前5条数据\n",
    "print(f\"前5条数据：\\n{df.head()}\")\n",
    "# 查看各特征列的摘要信息\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过[Violinplot](https://zhuanlan.zhihu.com/p/376055263)和 Pointplot，分别从数据分布和斜率，观察各特征与品种之间的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dOhW+vr5wcHBQWa5FpUsNC290dWyO7bFHAQAKKPB9+AbOniUqJYq9ZjY/Px/t27dHVlYWqlWrpnIqjEcUiEqnyMxnmBT2E+5lPBbUDST6+LbiF+hToT30eZGXRjg4OGD+/Pno27ev2FHKlL43ZiFOlgTg5Z3lQmoEFfm5qXkZ6Hx5guBsxmj3bpw9S1QKFPtHyuDgYBw8eBC+vr4AwCMKRKWcQqHAn7EnsPDhFuVV2a+4Gttjrt8wVDP3FCld2aSnp4dGjRqJHaPMKU7z+iYLg3KY4NkLE8NWKGurH/+JFrYfcfYskciKfWTWysoKP/74I48oEGmBF7npmPXgZxxNvKSyrb19YwR69kE5AxMRkpVtCxYswLNnz7BkyRKxo1AxKBQKDL+9EP8m31TWGlvVwHL/cTyYQySiYjezjo6OOH36NLy9vdWViYhKwKWUO5hybxXic5IFdTN9E0z26oe29g1FSkZyuRzt2rXD/fv3UaVKFZXlWn/++adIyehdorPj8cWVSYKzHAv8RnD2LJGIir1AbtSoUVi+fLk6shBRCciV52HFo+0YFBqs0shWN/fC77XmsJEV2ciRI3H8+HH4+PjAxsYGlpaWgi8qvVyM7THYrbOgtiBiM1LzMkRKRETFPjLbuXNnHDt2DDY2NvD39+cRBaJS5GlWPALv/YTQtAhBXQ8SDHTtiEEVO8NAoi9SOnrF3Nwc27ZtQ7t27cSOQu8hV56H7temIjzzqbLW1ak5pnj1EzEVUdlV7AvAypcvjy5duqgjCxF9gH3xZzA3PAQZ+dmCuqPUBnN8h6K2pZ9IyehN1tbW8PTkRXfaqqDZsztijqG9fWPUsOASPCJNK/aRWSIqXdLzMjE3PAT7n59V2faZbT0EeQ2AhWE5EZJRYTZu3Ih//vkHGzduhKkpb4uqreY82KicPQsA3qau2Bowm7NniTSs2M1sZGQk8vLyVC4Ae/DgAQwNDVGpUqWSzEdEb3EzNRyB935CdPZzQd1YT4pJnr3R0eETXmVdCgUEBCAiIgIKhQKVKlVSWa519epVkZJRcRQ0e3ZUpW7o58rZs0SaVOwfH/v27Yv+/furNLMXLlzA+vXrceLEiZLKRkSFyFfIseHJXqx+/CfyIbwVamWzSgj2/RaVTJ1FSkfv0qlTJ7EjUAkoaPbsmqg/0dKuHlyM7UVMRlS2FPvIrIWFBa5evQovL+E9qcPDw1GnTh2kpKSUZD4iekOsLBFTwlbhSmqYyrY+FdpheMWuPM1JpCEFzZ5tZFUdK/zH86wIkYYUezSXRCJBWlqaSv3FixfIz88vkVBEVLDDzy+i69VAlUbW1tASq6pOxBj37mxktcClS5dw4cIFlfqFCxdw+fJlERLR+5JIJJjs1RfGekbK2r/JN3EoQfXPl4jUo9jN7CeffILg4GBB45qfn4/g4GA0bty4RMMR0UtZ+dmY+WA9xoctQ1pepmDbJ9YB+KNWMBpYVRMpHRXXsGHD8OTJE5V6dHQ0hg0bJkIi+hAvZ88Kp/wsjNjC2bNEGlLsZQZ37tzBJ598gvLly+Pjjz8GAJw+fRqpqak4duwYqlatqpagRGVVWPojTAr7CY+yYgR1I4khxnr0wFdOn/F0ppYxMzPDzZs34eHhIahHRkaievXqBZ79otItV56HHtem4UHmfz+kcPYskWYU+8hslSpVcPPmTXz55ZeIj49HWloaevfujbCwMDayRCVIrpBjy9P9+Pr6dJVG1tO0An4NmIVuzi3YyGohqVSKuLg4lXpMTAwMDLhMRBsZ6hlgqnd/SPDfv8cdMcdwI/WBiKmIygbOmSUqhRJyUjDt3hqcSwlV2faVUwuMce8OY32jAp5J2qB79+6IiYnBnj17lLevTUlJQadOnWBvb48//vhD5IT0vuaEb8T2GM6eJdKkIjWzUVFRcHNzK/KLRkdHw8XF5YOCEZVVp5KuYfr9dUjOTRXUyxuYYabPIDSxqSVSMiop0dHR+OSTT5CYmIiAgAAAwPXr1+Hg4IDDhw/D1dVV5IT0vlLzMtDl8gQkcPYskcYUaZlB3bp1MXjwYFy6dKnQfV68eIF169ahatWq2LlzZ4kFJCorZPIczI/YjJG3F6k0sh+Vr4o/agWzkdURLi4uuHnzJhYsWIAqVaqgdu3aWLp0KUJDQ9nIajkLg3IY79lLUFsT9Seis+NFSkSk+4p0ZDYxMRFz5szBhg0bYGxsjNq1a8PZ2RnGxsZITk7GnTt3cPv2bdSqVQvTpk1D27ZtNZGdSGeEZzxFYNhPgotHAMBAoo8Rlb5EL5c20JMUe4k7EYng5ezZH/Bv8g1ljbNnidSnWGtms7KysG/fPpw5cwaPHz9GVlYWbG1tERAQgFatWvECMKJiUigU+CPmCBZHboVMnivY5mbiiHm+w1DF3F2kdFSSzp8/j/r16xdp38zMTERGRsLf31/NqUhdorPj8cWVSciW5yhr8/2Go5Vd0f4OEFHR8QIwIpEk56Zh5v11OJF0VWVbZ4cmGO/ZC6b6xiIkI3Xw9vaGh4cHBg4ciLZt26JcuXIq+9y5cwe//PILNm7ciPnz56N3794iJKWSsvHJ31j6aJvysa2hJf6sswAWBqp/9kT0/tjMEongQvItTL2/Gs9zUgR1cwNTTPMagJZ2H4kTjNQmNzcXq1atwk8//YSHDx/Cx8dHsFwrLCwM6enp6Ny5MyZPnoxq1XgTDG1X4OxZx+aY4s3Zs0Qlic0s0Vv0vTELcbIkAICD1BohNYI+6PVy5XlY+XgHQp7ugwLCf3oBFj6Y6/stnIxtP+g9qPS7fPlygcu1Pv30U1hbW4sdj0rQjdQH6HtjluDf+6Ya01HDwlvEVES6hc0s0Vu0uTgaMbIEAICT1BYH6i1579d6nBWLwLCfcCc9UlDXhx4GV+yM/q6fw0Ci/yFxqQxatWoVVq1ahUePHgEA/P39ERQUhDZt2hS4/7p167B582bcunULAFC7dm3MnTsX9erV01TkMufN2bNephXwW8D3nD1LVEJ4eTSRmikUCuyJO4VuV6eoNLLOUjv8XGMqBrl1ZiNL76VChQqYN28erly5gsuXL6NZs2bo2LEjbt++XeD+J06cQPfu3XH8+HGcO3cOrq6uaNmyJaKjozWcvOwYUelL2BpaKh+HZz7FL9EHRExEpFt4ZJboLT70yGxqXgbmPNiIgwnnVba1tquPKV79YW5gWhJRiZSsra2xcOFCDBgw4J375ufnw8rKCitWrOAFZ2p08Pl5TAxboXxsrGeEHbXmoYKJvYipiHTDe53jePDgAY4fP474+HjI5XLBtqCgD1tTSKQrrr24h8n3ViJGliiom+obI9CzD9rbN+bMSSpR+fn52L59OzIyMtCgQYMiPSczMxO5ublvXasrk8kgk8kENalUCqlU+kF5y5KWth9hr9Vp5ezZbHkO5kZsxE/+E/g5QPSBit3Mrlu3DkOHDoWtrS0cHR0F/wglEgmbWSrz8hT5WBe1G+uidkP+xkVe/mYeCPb7Fm4mjiKlI10UGhqKBg0aIDs7G2ZmZti1axeqVKlSpOdOnDgRzs7O+OyzzwrdJzg4GDNnzhTUpk+fjhkzZnxI7DJFIpFgslcfwezZs8mhOJRwgbNniT5QsdfMfv/995gzZw5iY2Nx/fp1XLt2Tfl19arqvMx3iY6Oxtdffw0bGxuYmJigWrVquHz58lufc+LECdSqVQtSqRReXl4ICQkp9vsSqUN09nMMuPk91kTtEjSyEkjQ37UDQmoEsZGlEufr64vr16/jwoULGDp0KPr06YM7d+6883nz5s3Dtm3bsGvXLhgbFz7TODAwEC9evBB8BQYGluS3UCa4GNtjSMUugtqCiC1IzcsQKRGRbij2kdnk5GR07dq1RN48OTkZjRo1wqeffooDBw7Azs4ODx48gJWVVaHPiYyMRLt27TBkyBD8+uuvOHr0KAYOHAgnJye0atWqRHIRvY+Dz89j9oMNSM/PFNTtjawwx3co6pYv2pEyKhuOHj2Ko0ePFrhca8OGDcV6LSMjI3h5eQF4OZ3g0qVLWLp0KdasWVPoc3744QfMmzcPR44cQfXq1d/6+lxSUHJ6OrfG/vizuJ8RBQBIzH2B5ZF/cPYs0QcodjPbtWtXHDp0CEOGDPngN58/fz5cXV2xceNGZc3d/e237ly9ejXc3d2xaNEiAEDlypVx5swZ/Pjjj2xmSRQZeVmY/3Az9sadVtn2qU1tTPceiPKG5iIko9Jq5syZmDVrFurUqQMnJ6cSXzMpl8tV1ri+bsGCBZgzZw4OHjyIOnXqlOh709sZ6hlgqld/9LkxUzl7dnvsUbR3aMzZs0TvqUjN7LJly5S/9vLywrRp03D+/HlUq1YNhoaGgn1HjhxZ5Dffu3cvWrVqha5du+LkyZNwcXHBt99+i2+++abQ55w7d05lbVerVq0wevToAvfnhQukTrfSIhAYthJPsuMEdWM9I4zz+BpfOH7KiztIxerVqxESEoJevXp98GsFBgaiTZs2cHNzQ1paGrZu3YoTJ07g4MGDAIDevXvDxcUFwcHBAF4eRAgKCsLWrVtRqVIlxMbGAgDMzMxgZmb2wXno3apbeKGrU3P8EXNEWZv94GfOniV6T0X6V/Pjjz8KHpuZmeHkyZM4efKkoC6RSIrVzD58+BCrVq3C2LFjMXnyZFy6dAkjR46EkZER+vTpU+BzYmNj4eDgIKg5ODggNTUVWVlZMDExEWzjhQv0IfIUecpfy+Q5yJXnwVDPAHKFHJue7sdPj7cjT5EveI5POTcE+w6DZzkXTcclLZGTk4OGDRuWyGvFx8ejd+/eiImJgaWlJapXr46DBw+iRYsWAICoqCjo6f13ecSqVauQk5OD//3vf4LX4eeiZo2o9CWOJVxCQu4LAP/Nnu3n2kHkZETaR9Q5s0ZGRqhTpw7Onj2rrI0cORKXLl3CuXPnCnyOj48P+vXrJ7j4YP/+/WjXrh0yMzNVmlkemaX3cTM1HD9GbsW11PuCup1ReXRyaIrrqfdx6YXqBTY9nVtjpPuXkOoZaSoqaaGJEyfCzMwM06ZNEzsKiejQ8wuYELZc+ZizZ4neT7HPZ8yaNQvjxo2Dqalw0HtWVhYWLlxYrNFcTk5OKuNjKleujJ07dxb6HEdHR8TFCU/pxsXFwcLCQqWRBdi4UvH9m3QDo+/8iNzXjsq+8jwnBeue7FapWxtaYJbPYDS2rqGBhKSNxo4dq/y1XC7H2rVrlRdfvblca/HixZqORyJoYVsPja1q4AxnzxJ9kGIfmdXX10dMTAzs7YU/OSYmJsLe3h75+fmFPFNVjx498OTJE5w+/d+FM2PGjMGFCxcER2tfN3HiROzfvx+hoaGC10lKSsI///xTnG+FSEVybho6XBqL9PysIj+nkVV1zPIZDBsjy3fvTGXWp59+WuR9jx8/rsYkVJpEZz/HF1cmKmfPAsA832FobV+0m14Q0XscmVUoFAX+xHjjxo233kGmIGPGjEHDhg0xd+5cfPnll7h48SLWrl2LtWvXKvcJDAxEdHQ0Nm/eDAAYMmQIVqxYgQkTJqB///44duwY/vjjD+zbt6+43wqRit2xJ4vVyI5z74keLq2gJyn2yGYqY9igUkFcjO0wpGIXLIncpqwtfPgLGlpVh4VhORGTEWmPIv8PbGVlBWtra0gkEvj4+MDa2lr5ZWlpiRYtWuDLL78s1pvXrVsXu3btwm+//YaqVati9uzZWLJkCXr27KncJyYmBlFRUcrH7u7u2LdvHw4fPowaNWpg0aJFWL9+PcdyUYn453nBa7ULU8/Kn40sFVv//v2RlpamUs/IyED//v1FSERi6uncGj7l3JSPE3NfYNmj30VMRKRdirzMYNOmTVAoFOjfvz+WLFkCS8v/TqkaGRmhUqVKRb4XOFFp1fz8MCT+/9XFRbGy6gQ0tHr7wHmiNxW2XCshIQGOjo7Iy1Ndr0267WZquGD2LACE1AhCTQsfEVMRaYciLzN4NSrL3d0dDRs2VLlggUgXmOhLgdxi7K/Hiwup6FJTU6FQKKBQKJCWlia4hWx+fj7279+v0uBS2VDQ7NnvH2zg7FmiIij2v5CAgABkZWUhK0u4rlAikUAqlcLIiCOJSHvVK++Pp7HxRdrXTN8UfmaV1BuIdEr58uUhkUiUy7XeJJFIVOZiU9lR0OzZLdH70d/1c5GTEZVuxW5mX30YF6ZChQro27cvpk+fLhjUTaQNqpl74c/Yol2o09Hhk5dHcomK6Pjx41AoFGjWrBl27twpuGjWyMgIFStWhLOzs4gJSUzmBqaY4NlbMHt2TdQutLStz9mzRG9R7GY2JCQEU6ZMQd++fVGvXj0AwMWLF7Fp0yZMnToVz58/xw8//ACpVIrJkyeXeGAidbmR+gALH24p0r6uxvb4xq2jmhORrmnSpAkAIDIyEm5ubpwlSirenD0rk+dy9izROxR7zmzz5s0xePBglckFf/zxB9asWYOjR49iy5YtmDNnDsLCwko0LJG63E57iMGhwUUay+Vv5oHFVUbBQWqjgWSkK27evFnkfatX50WFZRlnzxIVT7GbWRMTE9y8eRPe3t6C+oMHD1CjRg1kZmYiMjIS/v7+yMzMLNGwROoQlv4Yg0LnIjUvQ1kzNzDFXJ9vEXjvJ2WDa6InxVL/sahrWYVHSKjY9PT0IJFICp3V/bri3HyGdFPI078Fs2dtDC2xq/YCzp4lKkCxF7W6urri559/Vqn//PPPcHV1BfDybmBWVlYfno5IzcIznmBIaLCgkTXTN8GqqhPxsU1NmBv89x9HeUNz1Cvvz0aW3ktkZCQePnyIyMhI7Ny5E+7u7li5ciWuXbuGa9euYeXKlfD09Hzr7byp7ODsWaKiK/aa2R9++AFdu3bFgQMHULduXQDA5cuXERYWhh07dgAALl26hK+++qpkkxKVsMjMZxgUGoyUvHRlzVTfGCuqjkdVc08Rk5EuqlixovLXXbt2xbJly9C2bVtlrXr16nB1dcW0adPQqVMnERJSaWKoZ4BpXv3R+7XZsztij6G9Q2POniV6Q7GPzH7++ecICwtDmzZtkJSUhKSkJLRp0wZhYWFo3749AGDo0KFYvHhxiYclKimPs2IxKHQuknJTlTVjPSmW+4/jfxSkdqGhoXB3d1epu7u7486dOyIkotKomoUXvnT6TFD7/sEG5Mp5Uw2i1xV7zSyRtovOjkf/G98jLidJWZPqGWJZle/wkVVVwb5tLo5GjCwBAOAktcWBeks0GZV0VK1atVC1alWsX79eOZs7JycHAwcOxK1bt3D16lWRE1JpkZaXiS5XJuB5ToqyNrLSl5w9S/Sa97qtSEpKCi5evIj4+HjI5XLBtt69e5dIMCJ1iMlOwMCbcwWNrKHEAD9WGaPSyBKpy+rVq9GhQwdUqFBBObng5s2bkEgk+Ouvv0ROR6WJuYEpJnj0xviwZcoaZ88SCRX7yOxff/2Fnj17Ij09HRYWFoKLYSQSCZKSkt7ybCLxxMmSMPDm93iS/d8dvgwk+lhceTQ+sQko8Dk8MkvqkpGRgV9//VU5wrBy5cro0aMHypXj1eokpFAoMPLOIpxOuq6sNShfDSurcvYsEfAezayPjw/atm2LuXPnwtTUVF25iEpUQk4KBtz8Ho+zYpU1fehhYeURaGZbt9DnsZklotLg5ezZSciWy5S1YN9v0ca+oYipiEqHYi8ziI6OxsiRI9nIktZIyknFoNBgQSOrBwnm+n371kaWqCTt3bsXbdq0gaGhIfbu3fvWfT//nOshScjF2A5DK3bBj5G/KWsLH/6CRlY1OHuWyrxiN7OtWrXC5cuX4eHhoY48RCUqJTcNQ27Nw8PMaGVNAglm+w5GK7v6IiajsqZTp06IjY2Fvb39W0dvSSQS3jSBCtTDuRX2xf+L+xlRAICk3FQsfbQN07wHiJyMSFzFbmbbtWuH8ePH486dO6hWrRoMDQ0F23lEgUqL1LwMDL01X/nB/8p074FoZ9+4SK/hILUu8NdExfX6xbJvXjhLVBQFzZ7dGXsc7e0/RoAlRwpS2VXsNbN6eoWPpuURBSot0vMyMeTWfNxKixDUp3j1Q1en5iKlInopOzsbxsbGYscgLRUcvgm/xxxWPvY0rYBtAd/DUO+9BhQRaT3OmSWdk5mfjW9vLcD11PuC+gSPXujh0kqkVET/MTY2Rr169dCkSRM0bdoUDRs2hImJidixSEsUNHt2RKUvMYCzZ+k1fW/MQpzs5YQpB6k1QmoEiZxIfYp9B7DXZWdnl1QOohKRlS/DyNuLVBrZMe7d2chSqXHkyBG0bt0aFy5cQMeOHWFlZYXGjRtjypQpOHz48LtfgMq0V7NnX7c2aheeZMWJlIhKozhZEmJkCYiRJSibWl1V7GY2Pz8fs2fPhouLC8zMzPDw4UMAwLRp0/Dzzz+XeECiopLJczD6zo+4/OKuoD68Ylf0qdBOpFREqho3bozJkyfj0KFDSElJwfHjx+Hl5YUFCxagdevWYscjLfCZbV18bF1T+Vgmz8Xc8BDwZCuVRcVuZufMmYOQkBAsWLBAeRtGAMpbMxKJIUeei7F3luJCyi1BfZBbZwx06yhSKqLC3b9/H2vXrkXv3r3xxRdf4K+//kL79u2xePFisaORFpBIJJjk2QfGelJl7VxKKP55fk7EVETiKHYzu3nzZqxduxY9e/aEvr6+sl6jRg3lnWyINClXnocJd5fj3+Qbgnr/Ch0w1K2LSKmICufi4oL69evjn3/+Qf369XHgwAEkJCRg165dGDVqlNjxSEu8mj37uoUPf0FqboZIiYjEUexmNjo6Gl5eXip1uVyO3NzcEglFVFR5inwEhv2EE0lXBfWvXVpjRKUveatHKpXs7OyQmZmJ2NhYxMbGIi4uDllZWWLHIi3U06U1fMq5KR+/mj1LVJYUu5mtUqUKTp8+rVLfsWMHAgIKvr89kTrkK+SYem81jiReEtS/cmqB79x7spGlUuv69euIjY3FpEmTIJPJMHnyZNja2qJhw4aYMmWK2PFIixhI9DHNewAk+O/zbmfscVx7cf8tzyLSLcUeShcUFIQ+ffogOjoacrkcf/75J+7du4fNmzfj77//VkdGIhVyhRwz7q9TWR/WxfFTTPTsxUaWSr3y5cvj888/R6NGjdCwYUPs2bMHv/32Gy5cuIA5c+aIHY+0SDVzT3zl9Bm2vTZ79vvwDZw9S2VGsY/MduzYEX/99ReOHDmCcuXKISgoCHfv3sVff/2FFi1aqCMjkYBcIcfs8A34K154huBzh48x1asf9CQfNHGOSO3+/PNPjBw5EtWrV4eDgwOGDh2K9PR0LFq0CFevXn33CxC9YVilrrAzslI+jsh8is3R+0VMRKQ5vGkCaRWFQoHgiE34I+aIoN7GriG+9x0CfTaypAXs7e3xySefoGnTpmjSpAmqVasmdiTSAUcSLmLc3WXKx1I9Q+yoNQ+uJg4ipiKxtLk4GjGyBACAk9QWB+otETeQGvH8A2kNhUKBHx7+qtLIfmZbD7N9B7ORJa0RHx8vdgTSQc1t6uIT6wCcSroG4OXs2TnhG7Gq6kQuvSKdVqRm1srKqsj/EJKSdPsuEyQOhUKBZY9+x6/P/hHUm9rURrDvtzCQ6BfyTCKisuHV7NmLKXeQLZcBAM6n3MKB5+fQ1r6hyOmI1KdIzeySJUvUHIPo7VZF/YmNT4UXGDa2qoEFfsN5gQMR0f9zNrbFtxW/wOLIrcraDw9/QSOr6rA0NBMxGZH6FKkL6NOnj7pzEBVqXdQerI3aJajVL18Vi6qMgpGeoUipiEqHVatWYdWqVXj06BEAwN/fH0FBQWjTpk2hz9m+fTumTZuGR48ewdvbG/Pnz0fbtm01lJjUrYdLK/wdfwb3M6IAvJo9+zuCvAeInIxIPbjIkEq1kKd/46fH2wW1OpaV8WOVMZDqGRXyLKKyo0KFCpg3bx6uXLmCy5cvo1mzZujYsSNu375d4P5nz55F9+7dMWDAAFy7dg2dOnVCp06dcOvWrQL3J+1T0OzZP2OP49qLeyKmIlIfTjOgUuvX6H+w8OEvglpNCx+srDoBpvrGIqUiKv2sra2xcOFCDBigeiTuq6++QkZGhmAueP369VGzZk2sXr1akzFJzeaFbxLMnvUwdcHvAXO4NKuM4DQDIpH98eyISiNbzdwTK/zHsZElrdSlS5ci7/vnn3++13vk5+dj+/btyMjIQIMGDQrc59y5cxg7dqyg1qpVK+zevbvQ15XJZJDJZIKaVCqFVCp9r5ykGcMqdcXRxMt4npMMAHiYGY1NT/dhoFtHkZORZvx3rDJfkS9iDvXjMgMqdXbFnsDciBBBrYqZO36qOgFmBqbihCL6QJaWlkX+Kq7Q0FCYmZlBKpViyJAh2LVrF6pUqVLgvrGxsXBwEM4ddXBwQGxsbKGvHxwcrJIxODi42DlJs8wNTDHRs5egtu7JbkRlFf5nTdovNS8Dyx79jjjZf9Ol4nOS0fv6DBx6fgG6eEKeywyoVPk77gym3V8DxWs/UfqUc8O6apN5JS5RIXJychAVFYUXL15gx44dWL9+PU6ePFlgQ2tkZIRNmzahe/fuytrKlSsxc+ZMxMXFFfj6PDKrvRQKBUbdWaycPQu8vICWs2d10/OcZAy6GYzIrGeF7tPLpQ3GuvfQqT//Ii0z0MTpMaKDz88j6I1G1tO0AlZXncRGlugtjIyM4OXlBQCoXbs2Ll26hKVLl2LNmjUq+zo6Oqo0rXFxcXB0dCz09dm4ai/Oni07FAoFxt5Z8tZGFgC2RB9ARRMn/M+pmYaSqV+Rmtn3Oe1FVBxHEy5hcthKyF9rZCuZOGFNtUmwNrIQMRmReuzYsQN//PEHoqKikJOTI9h29erVD3ptuVyuciT1lQYNGuDo0aMYPXq0snb48OFC19iS9uPs2bLhYspthKZFFGnfjU//QmfHpjpz58wiNbMbN25Udw4qw04mXsXEsBXIh1xZczW2x5pqgbA1Ki9eMCI1WbZsGaZMmYK+fftiz5496NevHyIiInDp0iUMGzasWK8VGBiINm3awM3NDWlpadi6dStOnDiBgwcPAgB69+4NFxcX5RrXUaNGoUmTJli0aBHatWuHbdu24fLly1i7dm2Jf59UevRwaYV98f/iXsZjAJw9q4v2xJ0q8r7R2c9x9UUY6pYveG29ttGNlpy01r9JNzDu7jLkvXalpbPUDmurTYaD1FrEZETqs3LlSqxduxbLly+HkZERJkyYgMOHD2PkyJF48eJFsV4rPj4evXv3hq+vL5o3b45Lly7h4MGDaNGiBQAgKioKMTExyv0bNmyIrVu3Yu3atahRowZ27NiB3bt3o2rVqiX6PVLp8nL2bH/OntVhT7Pji7X/k+yC18hro/e6AEydp8eo7LiQfAsjbi9CjiJXWXOU2uDn6lPgYmwvYjIi9TI1NcXdu3dRsWJF2Nvb4/Dhw6hRowYePHiA+vXrIzExUeyIpKPmR2zGb88OKR9z9qxuyFfI0eXKBDwuxqSKmT6D0NHhEzWm0pxiH5ldtmwZ+vXrBwcHB1y7dg316tWDjY0NHj58+NbbJxZkxowZkEgkgi8/P79C9w8JCVHZ39iYM0e10eWUuxh1Z7GgkbUzKo+11QLZyJLOc3R0RFLSy7E5bm5uOH/+PAAgMjJSJ8fmUOkxrOL/YGdkpXz8avYsaac8RT7+jjtT7EYWAPzNPNSUSvOK/aPYq9Nj3bt3R0hICCZMmAAPDw8EBQUpP5yLw9/fH0eOHPkvkMHbI1lYWODevf9Oi+jSaImy4nrqfYy4/QOy5f8d1bcxtMTaapPhZlL4FdVEuqJZs2bYu3cvAgIC0K9fP4wZMwY7duzA5cuXizU9hqi4zAxMMcmzN767u1RZWxu1Gy3tPuLnrxbJU+Rjf/y/WBe1572WC9Sy8IVXuQpqSCaOYjezUVFRaNjw5TgPExMTpKWlAQB69eqF+vXrY8WKFcULYGDw1pEwb5JIJMXan0qX0LQIDL+1EFny/660tjIwx5pqk+Bu6ixiMiLNWbt2LeTylxc8Dhs2DDY2Njh79iw+//xzDB48WOR0pOua2dRBE+sAnPz/2bM5ilzMCQ/Bas6eLfVy5XnYF/8v1j/ZU+w1sq8YSPQxotJXJZxMXMVeZlDSp8cePHgAZ2dneHh4oGfPnoiKinrr/unp6ahYsSJcXV3RsWNH3L59+637y2QypKamCr4KG1lD6nU3PRLf3pqP9PwsZc3CoBxWV5sEr3KuIiYj0iw9PT3BWahu3bph2bJlGDFiBIyMjERMRmXBq9mzJnr/zQ6+kHIL+5+fFTEVvU2uPA9/xh5HpyvjMePBugIbWU/TCpjjMxTt7RoX+jomelIsqjwKAZY+6oyrccW+AGzgwIFwdXXF9OnT8dNPP2H8+PFo1KiR8vTYzz//XOTXOnDgANLT0+Hr64uYmBjMnDkT0dHRuHXrFszNzVX2P3fuHB48eIDq1avjxYsX+OGHH3Dq1Cncvn0bFSoUfLh8xowZmDlzpqA2ffp0zJgxozjfNn2g+xlR+ObmXLzIS1fWzPRNsbZaIKqYu4uYjEgcycnJ+Pnnn3H37l0AQJUqVdCvXz9YW3OKB2nGlqf7sei12bNWhhbYXXsBZ8+WIrnyPOyJO4Wfn+xFjCyhwH28TCtgkFtnfGZbF3oSPSgUClxNvYdhtxYol/PpS/TwjWsndHH8FPZSqwJfR5sVu5mVy+WQy+XKowrbtm3D2bNn4e3tjcGDB3/QUYWUlBRUrFgRixcvxoAB7559l5ubi8qVK6N79+6YPXt2gfvwNozii8iIxsDQOUjOTVXWTPWNsbrqJFS38BIxGZE4Tp06hc8//xwWFhaoU6cOAODKlStISUnBX3/9hU8+0Y0rjKl0y1Pko+e1IOXsWQDo7NgU070HipiKACBHnos9caew4clexMgKnm7iU84Ng9w6oZlNHegVcPODNhdHKxtgJ6ktDtRbos7Ioir2mlk9PT3o6f33m9atWzd069atRMKUL18ePj4+CA8PL9L+hoaGCAgIeOv+bFzF9TgzBoND5woaWWM9KX7yH89GlsqsYcOG4csvv8SqVaugr68PAMjPz8e3336LYcOGITQ0VOSEVBa8mj3b6/oM5W3Ed8WeQAf7xqhlWfhkIVKfHHkudsWewIYnfyEup+CL6n3LVcRgt85oalOrwCa2LHqvwXLqOj2Wnp6OiIgI9OrVq0j75+fnIzQ0FG3btv2g9yX1eJIVh29C5yIh978h8FI9Qyz3/w4Blr4iJiMSV3h4OHbs2KFsZAFAX18fY8eOxebNm0VMRmVNVXNPdHNuIZg9+/2DDfi91lzOntUgmTxH2cTG5yQXuE9ls0oY7NYZTaxr8UK9NxS7pT916hTc3d2xbNkyJCcnIzk5GcuWLYO7uztOnSr6rdQAYNy4cTh58iQePXqEs2fPonPnztDX10f37t0BvLwNY2BgoHL/WbNm4dChQ3j48CGuXr2Kr7/+Go8fP8bAgTwlUto8y07AoNC5gn+URhJD/FhlrM7cPo/ofdWqVUt5MOB1d+/eRY0aNURIRGWZyuzZrGcI4exZjcjOz8HW6INof+k7zIvYXGAjW8XMHcuqfIetNWejqU1tNrIFKPaPXSV5euzp06fo3r07EhMTYWdnh8aNG+P8+fOws7MD8HIM2OtLGpKTk/HNN98gNjYWVlZWqF27Ns6ePYsqVdgclSZxskR8EzpHsM7HQKKPRVVGoaFVNRGTEZUOI0eOxKhRoxAeHo769esDAM6fP4+ffvoJ8+bNw82bN5X7Vq9eXayYVEYUNHt2XdRutOLsWbXJypdhZ+xxhDz5S3D28nVVzT0x2K0zGlvVYAP7DsW+AMzExATXr1+Hr6/wNPG9e/dQs2ZNZGVlFfJMKgue5yRjwM05iHrtTiQGEn0srDwSn9rUFjEZUenx+g/pBZFIJFAoFJBIJMjPz9dQKirLFAoFRt9ZrJw9CwAfla/K2bMlLCs/G9tjjmHT031ILKSJrW7uhcFundHQqvoH/d7zArC3eHV67M1mlqfHKCnnBQbfDBY0snqQYK7vt2xkiV4TGRkpdgQigVezZy+m3FHe1ObV7Nl29o1ETqf9svKz8XvMEWx+uh9Jr10Q/boaFt4Y7NYFDcpX5Q8QxVTsZpanx6ggyblpGBw6Dw+znilrEkjwve9QtLT7SMRkRKVPxYoVxY5ApMLJ2BbfVvxCMHv2h4e/orFVDc6efU+Z+dn4/dlhbH66H8l5aQXuE2Dhg8FuXfBReX82se+p2MsMeHqM3pSam4FvQucKZhUCwEyfQejowHmZRAXZsmULVq9ejcjISJw7dw4VK1bEkiVL4O7ujo4dO4odj8qoPEU+vr4WhDDOnv0gGXlZ2BZzGFue7kfKazcLel1tSz8MceuCOpaV1dLEcpnBW/D0GL0uLS8TQ2/NV2lkp3r1ZyNLVIhVq1YhKCgIo0ePxpw5c5Q/+JcvXx5LlixhM0uieTl7dgB6XZ8OOWfPFlt6XiZ+e3YYv0QfENzx8nV1LCtjsFtnTvYpQcU+Mkv0SkZeFobeWoCbaQ8E9UmefdDNuYVIqYhKvypVqmDu3Lno1KkTzM3NcePGDXh4eODWrVto2rQpEhIKvm0lkabMj9gsmD3rYeLM2bNvkZaXid+eHcQv0f8gNS+jwH0+Ku+PQW6dUVtDPxSUpSOz73XriC1btqBRo0ZwdnbG48cvj8gtWbIEe/bsKdFwVHpl5Wdj5O1FKo3sdx492cgSvUNkZCQCAgJU6lKpFBkZBf9HSKRJwyr+D/Yqs2f/FjFR6ZSal4HVj/9E20ujsfLxzgIb2frlq2Jj9SCsqRaosUa2rCl2M7tq1SqMHTsWbdu2RUpKisrpMdJ92fk5GHV7Ma6khgnqIyt9iV4ubURKRaQ93N3dcf36dZX6P//8g8qVK2s+ENEbXs2efd26qD14/Nq0mrIsNTcDKx/vRNuLY7A66k+k5WWq7NPQqho21ZiO1dUmIcDSR4SUZUexzxcsX74c69atQ6dOnTBv3jxlvU6dOhg3blyJhqPSRybPwdi7P+LiizuC+lC3L9Df9XORUhFpl7Fjx2LYsGHIzs6GQqHAxYsX8dtvvyE4OBjr168XOx4RAOBTmzpoal0LJ5KuAgByFLmYG74Rq6tOKrNX3b/ITccv0Qfw27NDSM8veK5+I6saGOzWGdUtvDScrux6rwvAeHqsbMqV52H83eU4myy8y9sA188xyK2TOKGItNDAgQNhYmKCqVOnIjMzEz169ICzszOWLl2Kbt26iR2PCMDL6UQTPXvjQsrt12bP3sb+5/+inX1jkdNpVkpuGrZEH8C2Z4eQkZ9d4D4fW9fEILfOqGbuqeF0BXOQWhf4a11U7Gb21emxN+ck8vSYbsuV52Fi2Aqceu3uMADQ26UthlfsWmZ/Sid6Xz179kTPnj2RmZmJ9PR02Nvbix2JSIWTsS2+rfQ/LHr4q7L2Q8SvaGRVA+UNzUVMphlJOanYEr0fv8ccQWYhTWwT6wAMcusMf3MPDad7u5AaQWJH0JhiN7M8PVb25CnyMfXeahxLvCyod3duiTHu3dnIEhVTVlYWFAoFTE1NYWpqiufPn2PJkiWoUqUKWrZsKXY8IoHuzi2xL+6McvZscl4alkZuw3Sfb0ROpj5JOS+wKXo//nh2RHlU+k1NbWpjsFsnVDZz13A6etN7jeb69ddfMWPGDERERAAAnJ2dMXPmTAwYMKDEA5K48hVyBN1fg33x/wrqXR2bY7JXXzayRO+hZcuW6NKlC4YMGYKUlBT4+vrCyMgICQkJWLx4MYYOHSp2RCKB22kPBbNnAeDn6lN17ur8xJwX2PR0H/6IOYrsQprY5jZ18Y1bJ/iZ8U5+pcUHzZnl6THdJlfIMevBz9gdd1JQ7+TQBEHeA6Anea/JbkRlnq2tLU6ePAl/f3+sX78ey5cvx7Vr17Bz504EBQXh7t27YkckUvHm7Fl3E2f8XmsOjPQMRUxVMhJyUhDy9G/siDmGbHlOgft8ZlsPg9w6waecm4bT0bsUe5kBT4+VDQqFAsHhm1Qa2Xb2jTCNjSzRB8nMzIS5+cv1hocOHUKXLl2gp6eH+vXrK2d3E5U2wyr+D0cTLiE+JxkAEJn1DJue7sM3WnwBcLwsGSFP/8bO2GOQyXNVtksgQYv/b2K9yrmKkJCKotgdSceOHbF582YAQEpKCurVq4dFixahY8eOWLVqVYkHJM1TKBRY8HALtsceFdRb2n6EmT6DoM9GluiDeHl5Yffu3Xjy5AkOHjyoPBAQHx8PCwsLkdMRFUyXZs/GyZIwP2Iz2l8ai63PDqo0shJI0NquPrbXCsaCyiPYyJZyxV5mwNNjuk2hUODHyN+wOXq/oN7Mpg7m+w3nrQyJSsCOHTvQo0cP5Ofno3nz5jh06OWp2+DgYJw6dQoHDhwQOSFRwRQKBcbc+VE5exZ4eZvWt82e7XtjFuJkSQBejogS8yr7OFkiNjz5G3/GHkeuIk9lux4kaGXXAN+4dYSHqYsICel9FLsz4ekx3aVQKLDi8XaVRvYT6wA2skQl6H//+x8aN26MmJgY1KhRQ1lv3rw5OnfuLGIyord7n9mzcbIkxMgSNBlTRUx2AjY8/Qu7Y08W2sS2sW+Ib1w7opKpswgJ6UMUuzt5dXqsc+fOOHjwIMaMGQOAp8d0wdqo3fj5yV5BraFVNSysPIKNLFEJc3R0hKOjo6BWr149kdIQFZ02zZ59lp2ADU/2YnfcSeQp8lW260MPbe0bYaDr56ho6iRCQioJxe5QgoKC0KNHD4wZMwbNmzdHgwYNALw8SlvQncFIO2x4sheronYKavUsq2Bx5TGQ6hmJlIqIiEqj0j57Njo7Huuf7MVfcacLbWLbOzTGANfP4WbiWMArkDZ5r9FcsbGxytNjenovLwa6ePEiLCws4OenWzPnyoIt0QcEP2EDQC0LX/xUdTxM9I1FSkVERKVZUWfPtrk4WrnMwElqiwP1lqgt09OseKx/sgd/x58psIk1kOijg31jDHDtiAomHCuqK97r3DFPj+mObc8OqzSy1c29sdx/HBtZIiIqlL+5B7o5t8TWZweVte8fbBBl9mxUVizWP9mDfXH/Ih9yle0GEn187vAJBrh2gIsxm1hdw4WQZdiOmGOYF7FJUKti5o6fqo5HOQMTkVIREZG2GFbxfziScFEwezbk6d8Y5KaZCxkfZ8ViXdRuHIg/W2gT28mhCfq7fg5nY1uNZCLNYzNbRu2JO4U54RsFNd9yFbG66iSYG5iKlIqIiLRJOQMTTPLsg7F3lyhr66P2opVtfbVeUPUo8xnWPdmDA/FnBcscXjGUGKCTYxP0r9ABTmxidR6n35dB++PPYsb9dVC89gHgZVoBq6tNgoVhORGTEVFxBQcHo27dujA3N4e9vT06deqEe/fuvfN5S5Ysga+vL0xMTODq6ooxY8YgOztbA4lJ1zSzrYOmNrWVj3MUuZgTvhHvcUnOOz3MjEZg2Ep0uTIR++L/VWlkDSUG+MqpBf6uuwhTvPqxkS0jeGS2jDn0/AKm3VstaGTdTZyxtlogrErZSBUiereTJ09i2LBhqFu3LvLy8jB58mS0bNkSd+7cQblyBf9wunXrVkyaNAkbNmxAw4YNcf/+ffTt2xcSiQSLFy/W8HdAumCSZ29cSL6lnD178cUd7Iv/F+0dCp49W1wRGdFY92QXDj6/IPj/6xUjiSG+cPoUfSu0h4PUukTek7QHm9ky5HjiFUy+t1KwrsjNxBFrqwfC2shSxGRE9L7++ecfweOQkBDY29vjypUr+OSTTwp8ztmzZ9GoUSP06NEDAFCpUiV0794dFy5cUHte0k2OUhsMq9QVPzz8RVlb9PBXNLau8ZZnvVt4xhOsidqFIwmXCmxipXqG+J9jc/R1bQc7I6sPei/SXmxmy4jTSdcx/u4ywaiSCsb2WFctkB8ARDrkxYsXAABr68KPTjVs2BC//PILLl68iHr16uHhw4fYv38/evXqpamYpIO6ObfAvvgzuJv+CMDL2bNLIre912vdz4jC2se7cCTxUoHbjfWM0NWpOfpUaAdbo/LvmZh0xXvNmSXtcjY5FKNvL0aOIldZc5La4Ofq03h1J5EOkcvl+Pzzz5GSkoIzZ868dd9ly5Zh3LhxUCgUyMvLw5AhQ7Bq1aoC95XJZJDJZIKaVCqFVCotseykG+6kReLr60GCtaw2hpZIzH35Q9a75syGpT/G2qhdOJZ4ucDtxnpSfPn/TawNzyjS/+MFYDruUsodjLkjbGTtjaywttpkNrJEOmbYsGG4desWtm17+9GwEydOYO7cuVi5ciWuXr2KP//8E/v27cPs2bML3D84OBiWlpaCr+DgYHV8C6Tlqpi7o5tzS0EtOTdN+evUvHTcSH2gcnHY3fRIjL7zI7pdm1JgI2uiJ0XfCu2xv+5ijPXowUaWBHhkVodde3EPQ28tQLb8vyMqtoaW+Ln6VN6DmkjHDB8+HHv27MGpU6fg7u7+1n0//vhj1K9fHwsXLlTWfvnlFwwaNAjp6enKOzu+wiOzVBwZeVnofGWCcvZsQaqae2Ke7zCk5mVgTdSfOJl0rcD9TPWN0c2pBXpVaMuLlKlQXDOro26mhmP47YWCRtbK0AJrqk1mI0ukQxQKBUaMGIFdu3bhxIkT72xkASAzM1OlYdXX11e+3pvYuFJxlDMwwef2H2P9072F7nMrLQJdrkxAjiKv4NfQN0Y355bo5dIG5dnE0juwmdVBd9Ii8e2tBcjI/29mpKWBGdZUmwTPci4iJiOikjZs2DBs3boVe/bsgbm5OWJjYwEAlpaWMDF5eSe/3r17w8XFRbk0oEOHDli8eDECAgLw0UcfITw8HNOmTUOHDh2UTS3R+8rOz8HO2OPv3K+gRtZM3wTdnVvia5c2sDQ0U0c80kFsZrVE3xuzECdLAgA4SK0RUiOowP3upT/GkFvzkJ6fqayZG5hidbWJ8CnnppGsRKQ5ry7aatq0qaC+ceNG9O3bFwAQFRUlOBI7depUSCQSTJ06FdHR0bCzs0OHDh0wZ84cTcUmHXYw4TyS89LeveNrzPRN0dOlFXo6t+bNe6jYuGZWS7S5OBoxsgQAhV8NGp7xBN/cnCv4ECmnb4zV1QJRzdxTU1GJiKgMG393GQ4nXCzy/p9Y18T3vkNhYcAmlt4PpxnoiMjMZxgcOk/QyJroSfFT1QlsZImISGPS8jLfvdNrAiz82MjSB2EzqwOismIxKHSuco4f8HKg9Iqq41HTwkfEZEREVNYU94ItTimgD8VmVstFZ8djUGgwnuekKGtSPUMsrTIWtS39xAtGRERlUnObukXe10Cij0+sa6ovDJUJbGa1WEx2Ar65GYxYWaKyZigxwOLKo/GRVVURkxERUVnV1KYWnKQ2Rdq3tV0DWPMGCPSB2MyWcnmKfOyPP4vE1468xskSMfP+evS/ORvPZM+VdQOJPn6oPBKNrGuIkJSIiAgw1DPAPL/hMNZ7+2xidxNnjPPoqaFUpMs4zaAUy8jLwug7P+LSizvv3FcfelhQeQSa2xb99A4REZG63EmLxPfhG3AnPVJQ14MEzWzrYopXP66XpRIh6pHZGTNmQCKRCL78/N6+znP79u3w8/ODsbExqlWrhv3792sorWYpFApMDFtRpEZWAgnm+A5lI0tERKVGFXN3/FpzFmwNyytrFgblsK/uj/ih8kg2slRiRF9m4O/vj5iYGOXXmTNnCt337Nmz6N69OwYMGIBr166hU6dO6NSpE27duqXBxJpxNfUeziTfKNK+7qbOaG3fQM2JiIiIikcikcBQ77/7M5XTN4GTsa2IiUgXid7MGhgYwNHRUflla1v4X/KlS5eidevWGD9+PCpXrozZs2ejVq1aWLFihQYTa8bOmGNF3vdhZjSeZMWpMQ0RERFR6SR6M/vgwQM4OzvDw8MDPXv2RFRUVKH7njt3Dp999pmg1qpVK5w7d07dMTXufkbhvw8lsT8RERGRLjB49y7q89FHHyEkJAS+vr6IiYnBzJkz8fHHH+PWrVswN1ddSxMbGwsHBwdBzcHBAbGxsYW+h0wmg0wmE9SkUimk0rdfZSk2uUJezP15HR8RERGVPaIemW3Tpg26du2K6tWro1WrVti/fz9SUlLwxx9/lNh7BAcHw9LSUvAVHBxcYq+vLu6mLsXc30lNSYiIiIhKL1GPzL6pfPny8PHxQXh4eIHbHR0dERcnXBsaFxcHR0fHQl8zMDAQY8eOFdRK+1FZAOjk2ARHEy8Vad9q5p7wKueq5kREREREpY/oa2Zfl56ejoiICDg5FXyUsUGDBjh69KigdvjwYTRoUPiV/FKpFBYWFoIvbWhmG1pVRzVzzyLt+41bJ/WGISIiIiqlRG1mx40bh5MnT+LRo0c4e/YsOnfuDH19fXTv3h0A0Lt3bwQGBir3HzVqFP755x8sWrQIYWFhmDFjBi5fvozhw4eL9S2ojb5EDz9WGQNv08KPuEogQaBnH3xiHaDBZERERESlh6jLDJ4+fYru3bsjMTERdnZ2aNy4Mc6fPw87OzsAQFRUFPT0/uu3GzZsiK1bt2Lq1KmYPHkyvL29sXv3blStWlWsb0GtbI3KY1PN6fj92WGseLQd+fjvorDPbOuhl0sb1LDwFjEhERERkbh4O1st0ebiaMTIEgAAjlIb/FNvqciJiIiI3u31/7+cpLY4UG+JuIFI55SqNbNUNBJIxI5AREREVCqwmSUiIiIircVmloiIiIi0VqmaM0uFc5BaF/hrIiKi0oz/f5G68QIwIiIiItJaXGZARERERFqLzSwRERERaS02s0RERESktdjMEhEREZHWYjNLRERERFqLzSwRERERaa0yN2dWoVAgLS1N7BhEVAaYm5tDItG920/zc5SINKUon6NlrplNS0uDpaWl2DGIqAx48eIFLCwsxI5R4vg5SkSaUpTP0TJ30wRtPqKQmpoKV1dXPHnyRCf/gyyt+PsuDl34feeR2dJHF/5eaSP+votDF37feWS2ABKJRGv/QF+xsLDQ+u9BG/H3XRz8fS99+DlK74u/7+LQ9d93XgBGRERERFqLzSwRERERaS02s1pEKpVi+vTpkEqlYkcpU/j7Lg7+vpM68O+VOPj7Lo6y8vte5i4AI1IHiUSCXbt2oVOnTmJHISLSWvwspffBI7Ok9Z4/f46hQ4fCzc0NUqkUjo6OaNWqFf7991+NZYiJiUGbNm009n5ERCWNn6WkrcrcNAPSPV988QVycnKwadMmeHh4IC4uDkePHkViYqLGMjg6OmrsvYiI1IGfpaS1FERaLDk5WQFAceLEiUL3AaBYuXKlonXr1gpjY2OFu7u7Yvv27YJ9oqKiFF27dlVYWloqrKysFJ9//rkiMjJSsM/PP/+sqFKlisLIyEjh6OioGDZsmOA9du3aVeTXO378uKJu3boKU1NThaWlpaJhw4aKR48efdDvBRHR++JnKWkzLjMgrWZmZgYzMzPs3r0bMpms0P2mTZuGL774Ajdu3EDPnj3RrVs33L17FwCQm5uLVq1awdzcHKdPn8a///4LMzMztG7dGjk5OQCAVatWYdiwYRg0aBBCQ0Oxd+9eeHl5Ffhe73q9vLw8dOrUCU2aNMHNmzdx7tw5DBo0SCeH6xORduBnKWk1sbtpog+1Y8cOhZWVlcLY2FjRsGFDRWBgoOLGjRvK7QAUQ4YMETzno48+UgwdOlShUCgUW7ZsUfj6+irkcrlyu0wmU5iYmCgOHjyoUCgUCmdnZ8WUKVMKzYDXjia86/USExPfeQSEiEjT+FlK2opHZknrffHFF3j27Bn27t2L1q1b48SJE6hVqxZCQkKU+zRo0EDwnAYNGiiPJty4cQPh4eEwNzdXHp2wtrZGdnY2IiIiEB8fj2fPnqF58+ZFyvOu17O2tkbfvn3RqlUrdOjQAUuXLkVMTEyJ/X4QEb0PfpaStuIFYKQTjI2N0aJFC7Ro0QLTpk3DwIEDMX36dPTt2/edz01PT0ft2rXx66+/qmyzs7ODnl7xfuZ71+sBwMaNGzFy5Ej8888/+P333zF16lQcPnwY9evXL9Z7ERGVJH6WkjbikVnSSVWqVEFGRoby8fnz5wXbz58/j8qVKwMAatWqhQcPHsDe3h5eXl6CL0tLS5ibm6NSpUo4evRokd77Xa/3SkBAAAIDA3H27FlUrVoVW7duLYHvnIio5PCzlLQBm1nSaomJiWjWrBl++eUX3Lx5E5GRkdi+fTsWLFiAjh07Kvfbvn07NmzYgPv372P69Om4ePEihg8fDgDo2bMnbG1t0bFjR5w+fRqRkZE4ceIERo4ciadPnwIAZsyYgUWLFmHZsmV48OABrl69iuXLlxeY6V2vFxkZicDAQJw7dw6PHz/GoUOH8ODBA+V/CEREmsbPUtJqYi/aJfoQ2dnZikmTJilq1aqlsLS0VJiamip8fX0VU6dOVWRmZioUipcXFPz000+KFi1aKKRSqaJSpUqK33//XfA6MTExit69eytsbW0VUqlU4eHhofjmm28UL168UO6zevVqha+vr8LQ0FDh5OSkGDFihHIb3hgn87bXi42NVXTq1Enh5OSkMDIyUlSsWFERFBSkyM/PV+9vFhFRIfhZStqMt7MlncfbIxIRfTh+llJpxWUGRERERKS12MwSERERkdbiMgMiIiIi0lo8MktEREREWovNLBERERFpLTazRERERKS12MwSERERkdZiM0tEREREWovNLBERERFpLTazRERERKS12MwSERERkdZiM0tEREREWovNLBERERFpLTazRERERKS12MwSERERkdZiM0tEREREWovNLBERERFpLTazRERERKS12MwSERERkdZiM0tEREREWovNLBERERFpLTazRERERKS12MwSERERkdZiM0tEREREWovNLBERERFpLTazRERERKS12MwSERERkdZiM0tEREREWovNLBERERFpLTazRERERKS12MwSERERkdYyEDsAEdGb+t6YhThZEgDAQWqNkBpBIiciItIuZelzlM0sEZU6cbIkxMgSxI5BRKS1ytLnKJcZEFGpI1fIlb/OU+SJmISIiEo7NrNEVGo8yHiC0Xd+RFxOkrL2PCcFPa8F4VjCZRGTERFRacVmlohKhUspd9Dr+gycSLyisu12+kOMvbsEG5/8LUIyIiLtEpoajpTcNOXj5znJ2PBkL5JyUkVMpT4ShUKhEDsEEZVtSTkv8Pnl8UjPz3znviurTkRDq2oaSEVEpF3yFPkIDg/BztjjBW4vp2+MBX4j0Mi6hoaTqRePzBKR6HbGnihSIwsAm5/uU3MaIiLttOjhr4U2sgCQkZ+NMXeWIDQ1XIOp1I/NLBGJbl/8mSLvez7lFuJlyWpMQ0SkfaKyYvHbs0Pv3C9HkYslj7ZpIJHmsJklItEVd3xMnCxRTUmIiLTT247IvunKizBEZj5TYxrNYjNLRKIzlBRv5LWRnqGakmif4OBg1K1bF+bm5rC3t0enTp1w7969dz5v+/bt8PPzg7GxMapVq4b9+/drIC0RqUtxlw6EpunOUgM2s0QkGoVCgb/iTkMmzy3ycywNzOBu6qzGVNrl5MmTGDZsGM6fP4/Dhw8jNzcXLVu2REZGRqHPOXv2LLp3744BAwbg2rVr6NSpEzp16oRbt25pMDkRlaTcYs7kzpXnqymJ5nGaARGJIiIjGnMjNuLKi7BiPa+3S1uM9eihplTa7/nz57C3t8fJkyfxySefFLjPV199hYyMDPz993+jzurXr4+aNWti9erVmopKRCVowt3lOJRwocj7r6k6CR9ZVVVjIs3h7WyJSKOy8rOxNmo3tkQfQJ6ieEcGnKS26FuhvZqS6YYXL14AAKytrQvd59y5cxg7dqyg1qpVK+zevbvA/WUyGWQymaAmlUohlUo/LCwRlYhn2Qm4nxFV5P2dpLaoU76KGhNpFpcZEJHGnEi8gi5XJmHj079VGlm/chVRx7Jyoc/1MHHGumqTYW1koe6YWksul2P06NFo1KgRqlYt/IhLbGwsHBwcBDUHBwfExsYWuH9wcDAsLS0FX8HBwSWanYjez8nEq+h2bQoeZcUU+Tl9KrSDvkR3WkAemSUitXuWnYAFEZtxIumqyjYzfRMMr9QVXZ0+gx4kuJH2AEND5yNL/vJIoFTPELN9huBTm9ow1ONH1tsMGzYMt27dwpkzRR91VhSBgYEqR3J5VJZIXLnyPKx4vB2bijl7+0unz/CV02dqSiUO/s9ARGqTK8/DL9EHsCZqN7LlMpXtbewa4juPHrA1Kq+s1bTwQXlDc2T9/2lta0NLtLT7SFORtdbw4cPx999/49SpU6hQocJb93V0dERcXJygFhcXB0dHxwL355ICotIlVpaIiWErcCP1gaAu1TPEyEpfITY7Eb88+wcK/HdZlF+5iuhVoQ3a2jWCRCLRdGS1YjNLRGpxOeUu5kaE4GFmtMq2iiaOmOzZt9CLDxyk1gX+mlQpFAqMGDECu3btwokTJ+Du7v7O5zRo0ABHjx7F6NGjlbXDhw+jQYMGakxKRCXhTNINTL23Cil56YJ6RRNHLKw8Ej7l3AAAhxMvIvb/Z3LbGVnht4Dvda6JfYXNLBGVqKScF1gc+Rv+LuCuXlI9Qwx07Yg+Fdq9dVZsSI0gdUbUKcOGDcPWrVuxZ88emJubK9e9WlpawsTEBADQu3dvuLi4KNe5jho1Ck2aNMGiRYvQrl07bNu2DZcvX8batWtF+z6I6O3yFPlY+XgHNjz5S2Vba7sGmObVH+UMTJQ1Cf5rXA0k+jrbyAJsZomohMgVcvwZexzLHv2B1DzVGaeNrGog0LMPKpjYi5BOd61atQoA0LRpU0F948aN6Nu3LwAgKioKenr/XezRsGFDbN26FVOnTsXkyZPh7e2N3bt3v/WiMSIST7wsGYFhP+FKqnCUoZHEEBM8v8YXjs10ull9F86ZJaIPFpb+CHPCNyI0LUJlm72RFSZ49kJzm7pl+sOWiOh9nEsOxeR7q5CcmyqouxrbY2HlkfAzq1Tg8/remIU4WRKAl8u1dPmMF5tZInpv6XmZWPl4J7Y9OwQ5hB8l+tBDD5dWGOLWRXDqi4iI3i1fIceax39i3ZM9ggu5AOAz23qY7j0Q5gamIqUrXbjMgIiKTaFQ4FDCBfzw8Fc8z0lW2V7d3BtTvfspL0QgIqKiS8hJQWDYSlx6cUdQN5QY4DuPHvjKqQXPdL2GzSwRFUtUViyCwzfhXEqoyjZLAzOMdu+Gjg6fQE+HBnITEWnKxZTbCAxbicTcF4K6i7EdFviNgL+5h0jJSi82s0RUJDJ5DjY++RsbnvyFHEWuyvZODk0wyr0brAzNRUhHRKTd8hVy/PxkD1Y//lNl2danNrUx02cQLAzKiZSudGMzS0TvdC45FHPDQ/AkO05lm5dpBUzx6ocAS18RkhERab+knBeYfG8VzqfcEtQNJPoY7d4dPZ1bcVnBW7CZJaJCxcuS8cPDX3Ao4YLKNhM9KYZU7IIezq14m1kiovd05UUYJoWtwPOcFEHdSWqDBX4jUM3CS5xgWoT/AxGRijxFPn5/dhgrH+9ARn62yvZmNnUwwbMXHKU2IqQjItJ+coUcG5/+jZ8ebVdZVtDEOgCzfAbD0tBMpHTahc0sEQmEpobj+/CNuJfxWGWbs9QOk7x64xPrABGSERHphuTcNEy9txr/Jt8Q1PWhh5HuX6G3S1suKygGNrNEBABIzc3Aske/Y2fscZWZhgYSffSt0B4DXD+Hib5UpIRERNrv2ov7mBS2AnE5SYK6vZEV5vuNQIClj0jJtJfWzc6ZMWMGJBKJ4MvPz0/sWERaS6FQYG/cKXS8Mh47Yo+pNLJ1Latge61gDK/UlY0sEdF7kivkCHn6Nwbe/F6lkW1kVR2/15rLRvY9aeWRWX9/fxw5ckT52MBAK78NItFFZERjbvhGlft9A4C1oQW+8+iJtnYNebqLiOgDvMhNx7T7a3Aq6ZqgrgcJhlXqin4V2nM29wfQyi7QwMAAjo6OYscg0lpZ+dlYG7UbW6IPIE+RL9gmgQRdnZpjeKWunGlIRPSBQlPDMSFsOWJkiYK6nVF5zPMbjtqWPLv8obSymX3w4AGcnZ1hbGyMBg0aIDg4GG5uBd82UyaTQSaTCWpSqRRSKU+XUtl0IvEK5kdsQYwsQWVbFTN3TPbqi6rmniIkIyLSHQqFAr8+O4glkb+pHDSoX74q5voOhbWRpUjpdItEoVAo3r1b6XHgwAGkp6fD19cXMTExmDlzJqKjo3Hr1i2Ym6veeWjGjBmYOXOmoDZ9+nTMmDFDQ4mJSodn2QlYELEZJ5Kuqmwz0zfB8EpfoqtTc+jzVBcR0QdJzcvAjPvrcCzxsqAugQRDK3bBANeO/KwtQVrXzL4pJSUFFStWxOLFizFgwACV7TwyS2VdrjwPv0QfwJqo3ciWy1S2t7FriO88esDWqLzmwxER6ZjbaQ8xIWw5orOfC+o2hpYI9vsW9cr7i5RMd2nlMoPXlS9fHj4+PggPDy9wOxtXKssup9zF3IgQPMyMVtlW0cQRkz374iOrqiIkIyLSLQqFAr/HHMaih1uRq8gTbKtrWQXBft/yoIGaaH0zm56ejoiICPTq1UvsKESlRlLOCyyO/A1/x59R2SbVM8RA147oU6EdjPQMRUhHRKRb0vIyMevBehxOuCioSyDBN26dMNitM5cVqJHWNbPjxo1Dhw4dULFiRTx79gzTp0+Hvr4+unfvLnY0ItHJFXL8GXscyx79gdS8DJXtjaxqINCzDyqY2IuQjohI94SlP8L4u8vwJDteULcytMBc36FoYFVNpGRlh9Y1s0+fPkX37t2RmJgIOzs7NG7cGOfPn4ednZ3Y0YhEFZb+CHPCNyI0LUJlm72RFSZ49kJzm7qcGUtEVAIUCgV2xB7DwohfkKPIFWyrZeGLeX7DYS+1Eild2aKxC8Byc3MRGxuLzMxM2NnZwdraWhNvS6Tz0vMysfLxTmx7dgjyN+7epQ899HBphSFuXVDOwESkhEREuiUjLwuzwzfgn+fnVLb1d+2Abyv+DwYSfRGSlU1qPTKblpaGX375Bdu2bcPFixeRk5MDhUIBiUSCChUqoGXLlhg0aBDq1q2rzhhEOkmhUOBQwgX88PAXPM9JUdle3dwbU737wadcwTOYiYio+O5nRGH83WV4nBUrqJc3MMP3vkPR2LqGSMnKLrUdmV28eDHmzJkDT09PdOjQAfXq1YOzszNMTEyQlJSEW7du4fTp09i9ezc++ugjLF++HN7e3uqIQqRzorJiERy+CedSQlW2WRqYYbR7N3R0+IS3RyQiKiEKhQK7405iXsQmyOTCZQU1LLwx3284HKU2IqUr29TWzHbv3h1Tp06Fv//b56nJZDJs3LgRRkZG6N+/vzqiEOkMmTwHG578hY1P/lZZowUAnRyaYJR7N1gZqt5AhEqXqKgoPH78WLn0yt/fn2MEiUqprPxszAkPKXBCTJ8K7TC8YlcY6mndZUg6Q+tvmkBUVpxNDkVweAieZMepbPMyrYApXv0RYOkjQjIqqkePHmHVqlXYtm0bnj59itc/fo2MjPDxxx9j0KBB+OKLL6Cnx6PqRKVBeMZTTLi7DA+zngnqFgblMNtnMJrY1BIpGb3CZpaolIuXJeOHh7/gUMIFlW0melIMqdgFPZxb8ahAKTdy5Ehs2rQJrVq1euvSq23btkFfXx8bN27k9QREItsbdwpzwzep3D2xqrknFviNgLOxrUjJ6HUaaWazs7OxfPlyHD9+HPHx8ZDL5YLtV6+q3iueqKzLU+Tj92eHsfLxDmTkZ6tsb25TF+M9v+YaLS0RGBiIcePGwcbm3X9e//zzDzIzM9GlSxcNJCOiN2XlyzAvYhP2xJ1S2dbTuTVGu3fjAYRSRCPNbM+ePXHo0CH873//g4ODg8qcy+nTp6s7ApFWCU0Nx/fhG3Ev47HKNhdjO0zy7IOPrWtqPhgRkY6LzHyG8XeXITzzqaBupm+KWT7foJktz5iUNhppZi0tLbF//340atRI3W9FpNVSczOw7NHv2Bl7HIo3ZsYaSPTRt0J7DHD9HCb6vFCIiKik7Y8/i9kPfkbWG8sKqpi5Y4HfCN49sZTSyDFyFxcXmJvz6mqiwigUCvwVfxo/Rm5Dcm6qyva6llUw2asv3E2dRUhHJS0xMRFBQUGFLr1KSkoSKRlR2ZSdn4OFD7dgZ+xxlW3dnFpgrEcPGOkZipCMikIjzeyiRYswceJErF69GhUrVtTEWxJpjYiMaMwN34grqWEq26wNLfCdR0+0tWvI29DqkF69eiE8PBwDBgwocOkVEWnO46xYjL+7DPczogT1cvrGmO79DVrafSRSMioqjTSzderUQXZ2Njw8PGBqagpDQ+FPNzwKQWVRVn421kbtxpboA8hT5Au2SSBBV6fmGF6pKywMyomUkNTl9OnTOHPmDGrU4J2CiMR08Pl5zHqwXuUiW99yFbGw8gi4mTiKlIyKQyPNbPfu3REdHY25c+fyKAQRgBOJVzA/YgtiZAkq26qYuWOyV19UNfcUIRlpgp+fH7KyssSOQVRmyeQ5WPRwK/6IOaKy7X+OzTDe82tI9YxESEbvQyMXgJmamuLcuXM8CkFl3rPsBCyI2IwTSarj6Mz0TTC80pfo6tQc+rwNrU67dOkSJk2ahKCgIFStWlXlbJWFhYVIyYh035OsOEwIW4676Y8EdVN9Y0zz6o829g3FCUbvTSNHZnkUgsq6XHkefok+gDVRu5Atz1HZ3sauIb7z6AFbo/KaD0caV758eaSmpqJZs2aCukKhgEQiQX5+fiHPJKIPcTThEqbfX4v0fGFP4m3qioWVR6ASL7LVShppZufNm4fvvvsOc+bMQbVq1XgUgsqUyyl3MTciBA8zo1W2VTRxxGTPvvjIqqoIyUgsPXv2hKGhIbZu3cqlV0QakCvPw+LIrfjt2SGVbZ0dmmCCZ2+OPNRiGllm8Ooe429+YPMoBOmypJwXWBz5G/6OP6OyTapniIGuHdGnQjuOeymDTE1Nce3aNfj6+oodhUjnRWc/x4S7y3E7/aGgbqwnxVSvfmjv0FikZFRSNHJk9vhx1bltRLpKrpDjz9jjWPboD6TmZahsb2RVA4GefTh8uwyrU6cOnjx5wmaWSM2OJ15B0P01SMvLFNQ9TF2w0G8kPMu5iJSMSpJGjswSlRVh6Y8wJ3wjQtMiVLbZG1lhgmcvNLepy9PKZdz27dsxY8YMjB8/vsClV9WrVxcpGZFuyJXnYdmj37El+oDKtvb2jTHFqy9M9I1FSEbqoJFmduPGjTAzM0PXrl0F9e3btyMzMxN9+vRRdwSi99L3xizEyV7OQXaQWiOkRlCB+6XnZWLl453Y9uwQ5G/chlYfeujp0hqD3TqjnIGJ2jNT6fdq6dXrJBIJl14RlYBYWSIm3F2Bm2kPBHWpniECPfuik2MTkZKRumhkmUFwcDDWrFmjUre3t8egQYPYzFKpFSdLKnAW7CsKhQKHEi7gh4e/4HlOisr2GhbemOLVDz7l3NSYkrRNZGRkib3WqVOnsHDhQly5cgUxMTHYtWsXOnXqVOj+J06cwKeffqpSj4mJgaMjB8STdjuddB1T763Gi7x0Qb2SiRMWVh4J73KuIiUjddJIMxsVFQV3d3eVesWKFREVFVXAM4jEFy9LRvpr66xe5Kbh6oswBFj4QiKRICorFsHhm3AuJVTluZYGZhjt3g0dHT6BHmfG0htK8rbeGRkZqFGjBvr3748uXboU+Xn37t0TTJKxt+cabtJeeYp8/PRoOzY+/VtlWxu7hpjm3R+mXFagszTSzNrb2+PmzZuoVKmSoH7jxg3Y2NhoIgJRkckVcqx6vBMbnvyFfMiV9Uy5DP1vfo9q5p6oYe6DP2KOIEeRq/L8Tg5NMMq9G6wMzTUZm7RIcHAwHBwc0L9/f0F9w4YNeP78OSZOnFjk12rTpg3atGlT7Az29vYoX758sZ9HVNrEyZIwKWwFrqXeF9SNJIaY4NkLXzh+yusUdJxGDhl1794dI0eOxPHjx5Gfn4/8/HwcO3YMo0aNQrdu3TQRgajIlkRuw7onewSN7OtC0yLwy7MDKo2st6krNlYPwgyfb9jI0lutWbMGfn5+KnV/f3+sXr1aIxlq1qwJJycntGjRAv/+++9b95XJZEhNTRV8yWQyjeQkepuzyTfR7eoUlUbW1dgBm2vOwP+cmrGRLQM00szOnj0bH330EZo3bw4TExOYmJigZcuWaNasGebOnauJCERFcj8jCpuj9xfrOSZ6Uox174GtAbMRYOmjpmSkS2JjY+Hk5KRSt7OzQ0xMjFrf28nJCatXr8bOnTuxc+dOuLq6omnTprh6VfUWy68EBwfD0tJS8BUcHKzWnERvk6+Q46dH2zHs1kIk56UJtrW0/Qi/BcyGn1nJLeeh0k2jo7kePHiA69evw8TEBNWqVSvRdWNEJeH7BxuwI/ZYkfdval0bk7x6w1HK5TJUdN7e3pg+fTq+/vprQX3Lli2YPn06Hj58WMgz304ikbzzArCCNGnSBG5ubtiyZUuB22UymcqRWKlUCqmUd0wizXuek4zAsJW4/OKuoG4oMcA4j5740ukzHo0tYzSyZvYVb29veHt7a/ItiYrlQsqtYu3fp0I7NrJUbN988w1Gjx6N3NxcNGvWDABw9OhRTJgwAd99953G89SrVw9nzqjeqe4VNq5UWlxIvoXAeyuRlJsqqFcwtscCvxGoYq56sTnpPrU1s/PmzcOoUaNgYvLuuZoXLlxAQkIC2rVrp644REWSmV+8dYBZ8mw1JSFdNn78eCQmJuLbb79FTk4OAMDY2BgTJ05EYGCgxvNcv369wGUPRKVFvkKOdVG7sSZqFxRvzPJuZlMHM3y+gYVBOZHSkdjU1szeuXMHbm5u6Nq1Kzp06IA6derAzs4OAJCXl4c7d+7gzJkz+OWXX/Ds2TNs3rxZXVGIiszGyBKJuS+Kvr+hpRrTkK6SSCSYP38+pk2bhrt378LExATe3t7vdfQzPT0d4eHhyseRkZG4fv06rK2t4ebmhsDAQERHRys/Y5csWQJ3d3f4+/sjOzsb69evx7Fjx3Do0KES+/6ISlJizgtMvrcSF1JuC+oGEn2Mce+OHs6tuKygjFNbM7t582bcuHEDK1asQI8ePZCamgp9fX1IpVJkZr6c3RkQEICBAweib9++MDbm/DcSX2u7+rifUbTZx+4mzrwZAn0QMzMz1K1b94Ne4/Lly4KbIIwdOxYA0KdPH4SEhCAmJkYwzzsnJwffffcdoqOjYWpqiurVq+PIkSMF3kiBSGyXU+5iUtgKJLxxkMFJaosFlUegmrmnSMmoNNHIBWByuRw3b97E48ePkZWVBVtbW9SsWRO2trbqfmuiYknKSUXLiyOQp3j37USnevXD/5yaayAV6YIhQ4Zg6tSpqFChwjv3/f3335GXl4eePXtqIBlR6SNXyPHzk7+w6vEOlVuEN7WuhZk+g2BpaCZSOiptNHIBmJ6eHmrWrImaNWtq4u2I3tuttIgiNbLt7BuhiyOPZFHR2dnZwd/fH40aNVIuvXJ2doaxsTGSk5OVS6+2bdsGZ2dnrF27VuzIRKJIyknF1PurcDZZeHdFA4k+Rlb6Cr1c2nBZAQlodDQXUWn2LDsB3a5NQWpeRqH7WBta4GuX1uhboT1vU0vFFhcXh/Xr12Pbtm24c+eOYJu5uTk+++wzDBw4EK1btxYpIZG4rr24h4lhKxCfkyyoOxhZY0HlEahhwYlIpIrNLBGAXHke+t+cjdC0CGWtookj0vOylBeEWRla4GC9pTDSMxQrJumQ5ORkREVFKZdeeXp68mgTlVlyhRybnu7DikfbVe6+2NiqBr73HYLyvLMiFUKjc2aJSqtlj34XNLJSPUMsrDwSc8NDlM2rg9SajSyVGCsrK1hZWYkdg0jt+t6YhThZEoCXn6MhNYIE21Ny0zDt/hqcTrouqOtDD8MrdUWfCu14JozeSqub2Xnz5iEwMBCjRo3CkiVLxI5DWup44hVsiT4gqE307A2fcm4qH7pERFQ8cbIkxMgSCtx2MzUcE8KWI1aWKKjbGVlhvt8w1LL000RE0nJa28xeunQJa9asQfXq1cWOQlosOjseQffXCGrt7Buhs0NTcQIREekIuUKOIwmXkJiToqzFyBIwOWwlujm3xI3U+1j66HeVi24blK+GOb5DYW1koeHEpK000sxmZGRg3rx5OHr0KOLj4yGXC9fDFPc+5Onp6ejZsyfWrVuH77//viSjUhmSK8/DhLsrkJaXqay5mzhjilc/rl0kIvoAOfJcTAxbgeOJV1S27X9+Fvufn1Wp60GCoRW/wADXz7msgIpFI83swIEDcfLkSfTq1QtOTk4f3CgMGzYM7dq1w2efffbOZlYmk0EmE96ilPcZJwBYHLkVt9P/+0HKWM8ICyuPgKk+b+BBRPQh5oaHFNjIFsbW0BLBfsNQt3wVNaYiXaWRZvbAgQPYt28fGjVq9MGvtW3bNly9ehWXLl0q0v7BwcGYOXOmoDZ9+nTMmDHjg7OQ9jqScBG/PRPevnOSZx94lXMVKRERkW6IyorF7riTRd6/rmUVzPMbBhsj3h6c3o9GmlkrKytYW1t/8Os8efIEo0aNwuHDh4t8+9vAwEDl7R1f4VHZsu1JVhxm3F8nqHWw/xidHJuIlIjKmri4OIwbN0659OrNCYn5+e++cQdRabUr9kSx9u9XoT0bWfogGmlmZ8+ejaCgIGzatAmmpqbv/TpXrlxBfHw8atWqpazl5+fj1KlTWLFiBWQyGfT19QXP4ZICel2OPBcTwpYjPT9LWfMwdcFkrz4ipqKypm/fvoiKisK0adNKZOkVUWnyIONJsfaPyHyKhta8mJven9qa2YCAAMEHdHh4OBwcHFCpUiUYGgpndV69erVIr9m8eXOEhgpvb9evXz/4+flh4sSJKo0s0ZsWPdyKu+mPlI+N9aRY6DcSJlwnSxp05swZnD59mrf4Jp3EOzGRpqmtme3UqVOJv6a5uTmqVq0qqJUrVw42NjYqdaI3HXx+Hr/HHBbUpnj1hWc5F5ESUVnl6uqqsrSASFd4mrrg3+QbRd7fw5SfwfRh1NbMTp8+XV0vTVRsj7NiMevBekGtk0MTdHD4WKREVJYtWbIEkyZNwpo1a1CpUiWx4xCVqM6OTbE5en+R9nWS2qK+VTU1JyJdp5E1sx4eHrh06RJsbGwE9ZSUFNSqVavYc2Zfd+LEiQ9MR7pOJs/BhLvLkZGfrax5mVbARM/eIqaissbKykqw9CojIwOenp4wNTVVWXqVlJSk6XhEJUYBBQwk+io3QyjIYLfO0OdMWfpAGmlmHz16VODVuTKZDE+fPtVEBCrDFkb8gnsZj5WPTfSkWFh5JEz0eWEgaQ5vuU1lQWLOCwy/9UORGtkhbl04RYZKhFqb2b179yp/ffDgQVha/jd6Iz8/H0ePHoW7u7s6I1AZdyD+LHbEHhPUpnkPgLups0iJqKzq04cTM0i3ZefnYPSdxXgme66sGUkMIYdc0Nx+alMbPZxb8QYJVGIkCjVehaCn9/LUgUQiUbnYwdDQEJUqVcKiRYvQvn17dUWgMuxR5jP0uB6EzNeWF3zh+CmmeQ8QMRURoK+vj5iYGNjb2wvqiYmJsLe355xZ0jpyhRwTwlbgSMJFZU0PEiz1/w5zw0MQI0sAADhKbfBPvaVixSQdpdYjs3K5HADg7u6OS5cuwdbWVp1vR6SUnZ+D8XeXCxpZn3JuGO/RS8RURC8VdgxBJpPByMhIw2mIPtzyR38IGlkAmOjZGx9b14SD9L+bJr3+a6KSopE1s5GRkZp4GyKl+Q8340Hmf4O7TfWNsbDySBjrs1Eg8SxbtgzAy7NV69evh5mZmXLbqxvA+Pn5iRWP6L3sjDmOjU//FtS+dmmNr5xbAABCagSJEYvKEI00s68+wN8kkUhgbGwMLy8vfPLJJ7zpAZWIffFnVG6nON17ICqaOIoTiOj//fjjjwBeHpldvXq14DPPyMgIlSpVwurVq8WKR1Rs55JDMTd8o6DW1KY2xrj3ECkRlUVqXTP7iru7O54/f47MzExYWVkBAJKTk2FqagozMzPEx8fDw8MDx48fh6urq7rjkA57mBmNHteCkC2XKWtdnZpjilc/EVMRCX366af4888/lZ+HRNooPOMJ+t6YJbg9eBUzd/xcfQrvqkgapZHhbnPnzkXdunXx4MEDJCYmIjExEffv38dHH32EpUuXIioqCo6OjhgzZowm4pCOysrPxvi7ywWNrF+5ihjn0VPEVESqjh8/zkaWtFpCTgpG3P5B0Mg6Sm2w1H8sG1nSOI0cmfX09MTOnTtV7kN+7do1fPHFF3j48CHOnj2LL774AjExMeqOQzoq6P4a7I07rXxspm+C3wK+h6uJg4ipiF4aO3ZskfddvHixGpMQfZisfBkG3Pwed9L/ux6mnL4xQmpMh3c5nl0lzdPImtmYmBjk5eWp1PPy8hAbGwsAcHZ2RlpamibikA7aE3dK0MgCwAyfb9jIUqlx7do1weOrV68iLy8Pvr6+AID79+9DX18ftWvXFiMeUZHkK+SYcm+VoJHVhx4WVh7JRpZEo5Fm9tNPP8XgwYOxfv16BAQEAHj5wT506FA0a9YMABAaGsobKNB7Cc94guDwEEGtu3NLfGZbT5xARAU4fvy48teLFy+Gubk5Nm3aJLiOoF+/fvj444/Fikj0Tksjt+FY4mVBLdCrLxpaVRcpEZGGlhnExsaiV69eOHr0qPIe5Hl5eWjevDm2bNkCBwcHHD9+HLm5uWjZsqW645AOyczPRs9rQYjMeqas+Zt5YGONaTDSM3zLM4nE4+LigkOHDsHf319Qv3XrFlq2bIlnz54V8kwi8fzx7AjmRoQIan0qtMMY9+7iBCL6fxo5Muvo6IjDhw8jLCwM9+/fBwD4+voqT68BL4/eEhWHQqHA3PAQQSNrpm+KBZWHs5GlUi01NRXPnz9XqT9//pzLrahUOpN0A/MiNglqn9nUxahKX4mUiOg/GmlmX/Hz8+NAcCoxu+NO4u/4M4LaLJ9v4GJsX8gziEqHzp07o1+/fli0aBHq1Xu5HObChQsYP348unTpInI6IqF76Y8xIWw55PjvRG5Vc0/M9h0CPYlGhiIRvZVGlhnk5+cjJCQER48eRXx8vPI2t68cO3ZM3RFIx9zPiEKv69Mhk+cqaz2dW2O859cipiIqmszMTIwbNw4bNmxAbu7Lv8MGBgYYMGAAFi5ciHLlyomckOileFkyel2fjricJGXNSWqLX2rOhI2RpYjJiP6jkWZ2+PDhCAkJQbt27eDk5ASJRCLY/uquOERFkZGXhR7Xp+FxVqyyVtXcExurT4OhnkZPNhB9kIyMDERERAB4OcKQTSyVJpn52eh/YzbCMh4ra2b6pthUYzo8y7mImIxISCPNrK2tLTZv3oy2bduq+61IxykUCgTeW4l/np9T1iwMymFbwBw4G9uKmIyISHfkK+QYe+dHnEz6b6ScgUQfK/zHo75VVRGTEanSyGEsIyMjeHl5aeKtSMftjD0maGQBYLbPYDayVOp16dIFISEhsLCweOe62D///FNDqYgKtujhr4JGFgCmePVjI0ulkkZWbn/33XdYunQpNHAQmHRYWPpjLIj4RVDr7dIWTWxqiZSIqOgsLS2VS6wsLS3f+kUkpt+iD2Hrs4OCWv8KHdDZsak4gYjeQSPLDDp37ozjx4/D2toa/v7+ylmzr/AoBL1Lel4mul+bhifZccpadXNv/Fx9CtfJEhGVkFOJ1zD6zmLB5IIWtvUw3284JxdQqaWRLqB8+fLo3LmzJt6KdJBCocCsBz8LGllLAzMsqDycjSxppQ0bNuDTTz/lXQ+pVAlLf4SJYSsEjWx1cy/M9uEILirdNHJkluhD/P7sMILfGNa93H8cPrauKU4gog/k7e2Nhw8fwsXFBU2aNEGTJk3QtGlTXltAoomTJeLr6zPwPCdZWXMxtsOWGjNgzRFcVMpp7EetvLw8HDlyBGvWrFHe4ebZs2dIT0/XVATSQnfSIvHDw18FtX4V2rORJa324MEDREVFITg4GKampvjhhx/g6+uLChUq4OuvOSuZNCsjLwsjbi8SNLLmBqZY7j+OjSxpBY0cmX38+DFat26NqKgoyGQy3L9/Hx4eHhg1ahRkMhlWr16t7gikhdLyMtH92lQ8zY5X1gIsfLCu+hQYSPRFTEZUcjIzM3H69Gn89ttv+PXXX6FQKJCXlyd2LCoj8hT5GH17Mc4k31DWDCT6WFV1IuqWryJiMqKi08iR2VGjRqFOnTpITk6GiYmJst65c2ccPXpUExFIyygUCsy4v07QyFoZmGOe33A2sqT1Dh06hMmTJ6Nhw4awsbFBYGAgrKyssGPHDjx//lzseFRGKBQKLIjYImhkAWCa9wA2sqRVNNLMnj59GlOnToWRkZGgXqlSJURHR2siAmmZ354dwtHES8rHEkgwx28oHKTWIqYiKhmtW7fGzz//jE6dOiEmJgZXr17Fjz/+iI4dO8LKyqpYr3Xq1Cl06NABzs7OkEgk2L179zufc+LECdSqVQtSqRReXl4ICQl5v2+EtNqvzw7ij5gjgto3rh3R0eETkRIRvR+NNLNyuRz5+fkq9adPn8Lc3FwTEUiL3EqLwOLIrYLaANfP0dCqukiJiErW4sWL0ahRIyxYsAD+/v7o0aMH1q5di/v37xf7tTIyMlCjRg389NNPRdo/MjIS7dq1w6efforr169j9OjRGDhwIA4ePPjuJ5POOJ54BYveuB6htV0DfFvxfyIlInp/Glkz+9VXX8HS0hJr166Fubk5bt68CTs7O3Ts2BFubm7YuHGjuiOQlkjNzUC3a1PxTPbfqdbaln5YUy2QywtIJ4WGhuLkyZM4duwY/v77b9jb2+Pp06fv9VoSiQS7du1Cp06dCt1n4sSJ2LdvH27duqWsdevWDSkpKfjnn3/e631Ju9xOe4gBN+cgWy5T1mpa+GBNtUmQ6hm95ZlEpZNGhnQuWrQIrVq1QpUqVZCdnY0ePXrgwYMHsLW1xW+//aaJCKQFFAoFgh6sFTSyVoYWCPYdxkaWdI5CocC1a9dw4sQJHD9+HGfOnIFcLoednZ1a3/fcuXP47LPPBLVWrVph9OjRhT5HJpNBJpMJalKpFFKpVB0RSY1ishMw6vYiQSPramyPH6uMYSNLWksjywwqVKiAGzduYPLkyRgzZgwCAgIwb948XLt2Dfb29pqIQFrgl2f/4ETiFeVjCSQI9v0W9tLirSEkKu06dOgAGxsb1KtXD7/++it8fHywadMmJCQk4Nq1a2p979jYWDg4OAhqDg4OSE1NRVZWVoHPCQ4OVrnlbnBwsFpzUslLz8vEiNs/ICH3hbJmYVAOK/zHw8qQS/5Ie2ns9kkGBgacn0iFupkajqWR2wS1b9w6ob5VVZESEamPn58fBg8ejI8//hiWlqV/jmdgYCDGjh0rqPGorHbJledh/N3lCM/8bwmLgUQfP1YZg4qmTiImI/pwamtm9+7dW+R9P//8c3XFIC3wIjcdE8OWI0/x30WC9SyrYLAbb4FMumnhwoWivbejoyPi4uIEtbi4OFhYWAhGJ76OSwq0m0KhwPyIzTiXEiqoz/T5BrUt/URKRVRy1NbMvu0ChNdJJJICJx1Q2SBXyDHt/hrEyBKVNRtDS8z1+xb6vBc4UYlr0KAB9u/fL6gdPnwYDRo0ECkRqdvm6P3YEXtMUBvi1gXt7BuLlIioZKmtW5DL5UX6Km4ju2rVKlSvXh0WFhawsLBAgwYNcODAATV9F6Rum6P341TSf2sE9SDBPL9hsDUqL14oIi2Snp6O69ev4/r16wBejt66fv06oqKiALxcItC7d2/l/kOGDMHDhw8xYcIEhIWFYeXKlfjjjz8wZswYMeKTmh1JuIgfI4UXWrezb8QzX6RTtO7QV4UKFTBv3jxcuXIFly9fRrNmzdCxY0fcvn1b7GhUTNdT72N55B+C2pCKXXjnGaJiuHz5MgICAhAQEAAAGDt2LAICAhAUFAQAiImJUTa2AODu7o59+/bh8OHDqFGjBhYtWoT169ejVatWouQn9QlNDceUe6sEtdoWfpjuPRASiUSkVEQlTyNzZtXN2toaCxcuxIABA8SOQkWUnJuGblenIC4nSVn7qHxVrKw6gcsLiIg+UHT2c/S6Ph1JuanKWkUTR2yuMQOWhmYiJiMqeRqbZqAO+fn52L59OzIyMgpd78X5iKWPXCHH1HurBY2snVF5BPsOZSNLOis1NfXdO/0/CwsLNSYhXZeal4ERt38QNLLlDcyw3H8cG1nSSVrZzIaGhqJBgwbIzs6GmZkZdu3ahSpVCj41HRwcjJkzZwpq06dPx4wZMzSQlAoS8vRv/Jt8Q/lYDxIE+w6DtVHpH1FE9L7Kly//zlO7CoWCF8XSB3k1guthZrSyZigxwI9VxsLNxFHEZETqo5XLDHJychAVFYUXL15gx44dWL9+PU6ePFlgQ8sjs6XL1Rdh+ObmXORDrqwNr9gVA906ipiKSP1OnjxZ5H2bNGmixiSkqxQKBWY9WI9dccK/a8G+36KNfUORUhGpn9qaWU2eUvvss8/g6emJNWvWfNDrkHol5bzAV9em4nlOsrLWyKo6lvuPgx6XFxARfZCNT/7C0ke/C2rDKnbFNzxYQDpObcsMNHlKTS6Xqxx9pdJFrpBjyr3VgkbW3sgK3/sOZSNLZVZmZiaioqKQk5MjqFevXl2kRKStDj2/oNLIfu7wMQa68qZEpPvU1sweP35cLa8bGBiINm3awM3NDWlpadi6dStOnDiBgwcPquX9qGT8/OQvwd1n9KGH+X7DeT9wKpOeP3+Ofv36FTojm2tmqThupD7A1HurBbW6llUwzWsAR3BRmaC2ZlZda77i4+PRu3dvxMTEwNLSEtWrV8fBgwfRokULtbwffbhLKXew6vEOQW14pa4IsPQVKRGRuEaPHo2UlBRcuHABTZs2xa5duxAXF4fvv/8eixYtEjseaZGnWfEYfedH5ChylTV3E2csqjwKhnpaeY03UbFp9AIwnlIrexJzXuCrq5ORkPtCWWtsVQPL/L/j8gIqs5ycnLBnzx7Uq1cPFhYWuHz5Mnx8fLB3714sWLAAZ86cETsiaYHU3Az0uTETkVnPlDUrQwtsqTEDFUzsRUxGpFka+bGNp9TKpnyFHJPvrRQ0so5SG3zvO4SNLJVpGRkZsLd/2WxYWVnh+fPn8PHxQbVq1XD16lWR05E2yJXn4bu7SwWNrFTPEEurjGUjS2WORjqK10+pmZiY4J9//sGmTZvg7e2NvXv3aiICiWBd1G5cSPnvNsMGEn3M9xuO8lwnS2Wcr68v7t27BwCoUaMG1qxZg+joaKxevRpOTk4ip6PSTqFQYHb4z7j04o6gPttnCKpbeImUikg8Gjkye+zYMezZswd16tSBnp4eKlasiBYtWsDCwgLBwcFo166dJmKQBl1IvoU1UbsEtZGVvkINC2+REhGVHqNGjUJMTAyAlzdxad26NX799VcYGRkhJCRE3HBU6q1/shd7404LaqMqfYWWdh+JlIhIXBppZnlKrWx5npOMwHsrocB/y7GbWtdCL5c2IqYiKj2+/vpr5a9r166Nx48fIywsDG5ubrC1tRUxGZV2B+LP4qfH2wW1zo5N0bdCe5ESEYlPI8sMeEqt7MhT5CMwbKXgnuBOUlvM9BnEETFE/2/WrFnIzMxUPjY1NUWtWrVQrlw5zJo1S8RkVJpde3EPQffXCmofla+KyZ59+flKZZpGphn88ssvyMvLQ9++fXHlyhW0bt0aSUlJylNqX331lbojkIasfLQDa5/sVj42kOhjY/VpqMZ1XERK+vr6iImJUZ6xeiUxMRH29va8KJZURGXFovf1GUjJS1fWPExdsKnGdJgbmIqYjEh8GllmwFNqZcPZ5FCse7JHUBvt3p2NLNEbXt398E03btyAtbW1CImoNEvJTcPw2z8IGlkbQ0ss9x/HRpYIGlpmwFNqui9elowp91YJ1sk2s6mDns6tRExFVLpYWVnB2toaEokEPj4+sLa2Vn5ZWlqiRYsW+PLLL8WOSaVIjjwX391ZiqisWGXNWM8IS/zHwsXYTsRkRKWHRpYZ8JSabstT5GPQzbm4mnpPWXMxtsNvAd/DwqCciMmISpdNmzZBoVCgf//+WLJkCSwtLZXbjIyMUKlSJTRo0EDEhFSaKBQKTL2/Gvvi/1XWJJBgUeWRaGZbV8RkRKWLRpYZ8JSablv5eIegkTWUGGCB3wg2skRv6NOnDwDA3d0djRo1goEBbzdKhVsTtUvQyALAGPfubGSJ3qDWT1IrKytIJBLlKbXXG9r8/Hykp6djyJAh6oxAanYm6QY2PPlLUPvOowf8zT1ESkRU+jVp0gQRERHYuHEjIiIisHTpUtjb2+PAgQNwc3ODv7+/2BFJZPviz2B11J+CWlfH5hxxSFQAtS4z4Ck13RYrS0S3q1MEFyW0sK2HBX4jOCaG6C1OnjyJNm3aoFGjRjh16hTu3r0LDw8PzJs3D5cvX8aOHTvEjkgiuvIiDINDg5Gn+G8JXiOr6ljq/x0MJPoiJiMqnTSyZvbkyZM8paZjcuV5GBg6BzdSHyhrrsb22BrwPa+uJXqHBg0aoGvXrhg7dizMzc1x48YNeHh44OLFi+jSpQuePn0qdkQSyaPMZ+h9YyZS8zKUNW9TV2ysMQ1m/GwlKpBGphk0adIEjx8/xtSpU9G9e3fEx8cDAA4cOIDbt29rIgKVsJ8e7xA0soYSAyyoPIKNLFERhIaGonPnzip1e3t7JCQkiJCISoPk3DSMuP2DoJG1MyqP5VXHsZEleguNNLMnT55EtWrVcOHCBfz5559IT395WvrGjRuYPn26JiJQCTqVeA0hT/8W1MZ7fI3KZu4iJSLSLuXLl0dMTIxK/dq1a3BxcREhEYlNJs/BmDs/4kl2vLJmrCfF0irfwVFqI2IyotJPI83spEmT8P333+Pw4cMwMjJS1ps1a4bz589rIgKVkJjsBEy7v0ZQa2VbH12dmouUiEj7dOvWDRMnTkRsbCwkEgnkcjn+/fdfjBs3Dr179xY7HmmYXCHH9PtrcT31vrImgQTz/L5FFXMeJCB6F400szylphty5XmYGLYCL1674MvNxBHTvPvzgi+iYpg7dy78/Pzg6uqK9PR0VKlSBZ988gkaNmyIqVOnih2PNGzV453457nwwM44j55oalNbpERE2kUjV2S9OqXm7i78CZOn1LTLske/42ZauPKxVM8QC/1GcC0XUTEZGRlh3bp1mDZtGm7duoX09HQEBATA29tb7GikYXviTqncBrybUwv04N0TiYpMI83sq1Nq27dv5yk1LXU88Qq2RB8Q1CZ49IavWUWREhFpPzc3N7i6ugIAz26UQRdTbmP2g58FtY+ta2Kc59f8+0BUDBpZZsBTatotOjseQW+sk21r1xBdHJuKE4hIB/z888+oWrUqjI2NYWxsjKpVq2L9+vVixyINeZgZje/uLhXMkvUtVxHz/YZzlixRMWlkzuwrUVFRPKWmZXLleeh7YxZupz9U1iqZOGFrwGyY6huLmIxIewUFBWHx4sUYMWKE8sYx586dw4oVKzBmzBjMmjVL5ISkTkk5L9DrxgxEZz9X1uyNrLCl5kw4SHmLd6Li0mgzCwCv3o6nULTDgogt2PrsoPKxsZ4RttScCe9yriKmItJudnZ2WLZsGbp37y6o//bbbxgxYgQvjNVh2fk5GBQ6V3D9gYmeFBtrBMGPy7aI3otGlhkAPKWmjY4mXBI0sgAwybMPG1miD5Sbm4s6deqo1GvXro28vDwREpEmyBVyTLu/WtDI6kGC+ZWHs5El+gAaaWaDgoIwatQodOjQAdu3b8f27dvRoUMHjBkzBkFBQZqIQMX0NCse0++vE9Ta2zdGR4dPREpEpDt69eqFVatWqdTXrl2Lnj17ipCINGHFo+04nHBRUJvg2RufWAeIlIhIN2hkmQFPqWmXHHku+t6YhTvpkcqah6kLfq05EyZcJ0v0wUaMGIHNmzfD1dUV9evXBwBcuHABUVFR6N27NwwNDZX7Ll68WKyYVIL+jD2OWW9MLujp3BrjPb8WKRGR7tDIaC6eUtMuix5uFTSyxnpSLPQbyUaWqITcunULtWrVAgBEREQAAGxtbWFra4tbt24p9+O1BbrhXHIo5jzYKKg1ta6FsR49REpEpFs0cmR2xIgRMDQ0VDnCMG7cOGRlZeGnn35SdwQqooPPz2Ni2ApBbbbPYHRw+FikRERE2is84yn63piJ9PwsZa2yWSVsqD6VBwiISohGjswCLy8AO3ToUIGn1MaOHavcj6fUxPM4KxazHggvyuvo8AkbWSKi95CQk4IRt38QNLKOUhssrfIdG1miEqSRI7OffvppkfaTSCQ4duyYmtNQQWTyHPS+PhP3Mh4ra16mFbCl5kyY6EtFTEZEpH2y8mUYeHOOYEZ3OX1jbKwRBJ9ybiImI9I9Gjkye/z4cU28DX2AHyL+r717j4ryOtcA/gy3AWSYQBAGL4gGRZEGFQHRrtgTUWibRFqb07S2iq2aeAaMZSUeaVRsknVoYrQmhFzWadQkamNJi7o8jYklIl7gmOrxGi+gBDVyEw3KIAPM7PNHV0cngQAKs2fPPL+15g/27Jl5+MR3XjZ7vm+zXSPr56HF6jGL2cgSEfWSVVjx3Nk37RpZT3hg9ZjFbGSJ+oHDzjNLzuuj+oMorC22G1s+8lcY7j9IUiIiInWtq/oAnzb+w24sJ2ouJgc9KCkRkWtjM+vmvmi5ghcq19uN/djwb/hh6BRJiYjobhQUFCAyMhK+vr5ISkrCoUOHupy7ceNGaDQau5uvL/dw9oXCmmK89+Xf7MbmDP4BfhI+TVIiItfHZtaNtVrasPTM62ixtNrGRg2IwNIRv5SYioh6a+vWrcjOzkZubi6OHDmCuLg4pKamor6+vsvHBAYGoqamxnarrq7uci71zIFrx/D7ynftxqbdn4Alw5+QlIjIPbCZdWMvXXgP50wXbV/7e/pi9egs+Hr6SExFRL21du1aLFiwAPPmzUNMTAzeeust+Pv7Y/369V0+RqPRwGAw2G5hYWEOTOx6zpkuYumZfFhgtY2NDRiBF6OfgoeGb7VE/Um5/2F5eXlISEiATqdDaGgo0tPTcfbsWdmxlPM/9ftRVFtiN7Yy6tcY5h8uJxAR3ZW2tjYcPnwYKSkptjEPDw+kpKSgrKysy8c1Nzdj2LBhGDp0KGbOnIlTp045Iq5LqjdfR9bJV2C6469c4doQvDo2mx+iJXIA5ZrZvXv3wmg0ory8HLt370Z7eztmzJgBk8kkO5oyLrR8iRe+djWaxw3TkBaaLCkREd2tq1evwmKxfGNlNSwsDLW1tZ0+Jjo6GuvXr8f27duxadMmWK1WTJ48GZcvX+50vtlsxo0bN+xuZrO5z78XFd2ytOLpz9egru2abSzA0w/5Y59BiM998oIRuRHlmtldu3YhIyMDY8eORVxcHDZu3IiLFy/i8OHDsqMp4ZbFjGdP56PVevuNaPSAYXjmgdkSUxGRIyUnJ2POnDkYN24cpk6dir/+9a8YOHAg3n777U7n5+XlQa/X293y8vIcnNr5WIQVOWfewOnmL2xjXhpPvDLmaUQNGCIvGJGbcdgVwPpLU1MTACA4OLjT+81m8zdWELRaLbRa9/zTz+/Pv4vzLbdXXwZ4+uLlMVnQenCfLJGKQkJC4Onpibq6Orvxuro6GAyGHj2Ht7c3xo8fj8rKyk7vz8nJsbtSIwC3raF3WnthC0quHbEb+21UBiYFxUpKROSelFuZvZPVasWSJUswZcoUxMZ2Xjy4onDbjrpSbK8rtRtbNXIhIvx69oZHRM7Hx8cH8fHxKC6+fa5oq9WK4uJiJCf3bOuQxWLBiRMnEB7e+Z55rVaLwMBAu5u7N7MfXPkEm6/sshubN+QR/NjQsyteElHfUXpl1mg04uTJk9i/f3+Xc7ii8E+Vpsv4r8qNdmNPhE/H9IGJcgIRUZ/Jzs7G3LlzMXHiRCQmJmLdunUwmUyYN28eAGDOnDkYPHiw7Rf5559/HpMmTUJUVBS++uorrF69GtXV1Zg/f77Mb0MZpdf+Dy+ff99uLCUkEVmR/y4pEZF7U7aZzczMxM6dO1FaWoohQ7rem+TOWwr+pcXSiqWnX0Ortc02FhMwHNkjfi4xFRH1lZ/+9KdoaGjAypUrUVtbi3HjxmHXrl22D4VdvHgRHh63/xB3/fp1LFiwALW1tQgKCkJ8fDwOHjyImJgYWd+CMs40V2PZmQJYIWxj39E9gBdH8RRcRLJohBCi+2nOQwiBrKwsFBUVoaSkBCNHjpQdyakJIbDi3NvYWX979TrA0x8fjH8RQ/xCJSYjIlJLnfkafnk0F/Vt121jg7QDsWncKgT76CUmI3Jvyq3MGo1GbNmyBdu3b4dOp7Odekav18PPz09yOuezrW6vXSMLAM+PWsBGloioF1osrVh8ao1dIxvg6Y/XY59hI0skmXIrsxqNptPxDRs2ICMjw7FhnFyF6RJ+cXQlzNZ229jPB6Vi6QO8XC0RUU9ZhBVLPl+LfdeO2sa8NJ54I3YpEu8bKy8YEQFQcGVWsd5bGlPHLTx7+jW7RjZW9wB+M/xnElMREannlQub7BpZAFge9Ss2skROgrvVXZAQAi9WbsAXt2psYzovf7w0OhPeHsr9/kJEJM2WLz/Gn658Yjc2f+hMpBumSkpERF/HZtYF/aV2Dz5qOGg39sKoJzHYd6CkRERE6ilpPIzVFzbZjaUNnIT/GDZLUiIi6gybWRdzprn6G+c/nDP4B/je/fGSEhERqefzm1VYduYNiDtOwRUXOBK/G7WQp+AicjL8H+lCmjta8Ozp19Ambu+TfVAXxRN5ExH1Qq25EU9/vgat1tuXQh/qG4o/jPkNL/1N5ITYzLoIIQSer3gHl1pvX59d7xXAfbJERL3Q3NGCrJOvoKHtK9tYoNcA5I99BsE+gfKCEVGX2My6iD/X/B2fXP1fu7EXop9EuG+IpERERGrpEBb855nXUdFyyTbmpfHE2jFLEOk/SGIyIvo2bGZdwOnmKrxyYbPdWMaQR/BQ8HhJiYiI1CKEwEuV7+HA9eN246tGLsDE+8ZISkVEPcFmVnE3O1rw7Ol8tIsO29i4wFEwDvuJxFRERGrZ9OVHKKwttht7MuJHeCTsu5ISEVFPsZlVmBACvzv337jcWm8bC/LS4aXRRu6TJSLqoU+vfoa1VX+yG/th6BQ8FfFjSYmIqDfYzCrsgyu78ffGz+zGXox+CmHa+yUlIiJSy8mb5/Hbs2/anYJrQmA0ckfO7/Ly6UTkXLh8p5A2azvarO0Y4OmHU80XsKbKfp/sr4c+hinBcZLSERE5L1PHLfyt4SD2XzuK5o5bCPLWYYJ+NP54aTtarW22eRF+BqyNWQIfD2+JaYmoNzRCCNH9NJKl3dqBjxoOorCmGCdungcABHj6QUDAZGm1zYsPHI23H8yBl8ZTVlQiIqe0u+EQflfxRzRbWr513n1eAXhv3CpE+BkclIyI+gJXZp3YzY4WPH1qDY7cOGs33my5Zfd1kHcg8kYb2cgSEX3Np1c/w9Iz+XbbCDrjpfHEH2J+w0aWSEHcM+ukhBBYejr/G41sZ3415BGEaoMckIqISB1t1na8WLmh20YWAMJ8gjEucJQDUhFRX2Mz66T+0XQaZV+d6NHc0mtH+zcMEZGCdl89hGvtN3o090tzA042X+jnRETUH9jMOqm/1O7p8dzPmj5H9a3afkxDRKSeQ1+d6tf5ROQc2Mw6qQrTpe4n2c2/2E9JiIjUdMti7tX8ljs+VEtE6mAz66R6ssfLbj7PSUFEZOd+H32v5od439c/QYioX7GZdVIj/Ab1br7/4H5KQkSkprSByT2e66XxxLSQhH5MQ0T9hc2sk/qR4Xs9nvugbiQeGMBmlojoTg/qovAd3QM9mjsjJIlnhSFSFJtZJ5Uc9B3EBY7sdp4GGjwZkd7/gYiIFKPRaPD70UYM9Pn2JnXUgAgsi5rroFRE1Nd4BTAndq2tCYtOvoyzpupO7/eABr+NmoefhD/s4GREROqoNTfilQubsefqP2CB1Tau9fDGI6HfxZLhP4POy19iQiK6F2xmndwtixkf1hTjzzXFuNRaB+Cfe7tSQhLxi8FpiO3hn9CIiNxdnbkRZddPwmS5hfu8dfhuUBz03gGyYxHRPWIzqwghBBrbm2C2tiPYOxB+nlrZkYiIiIikYzNLRERERMriB8CIiIiISFlsZomIiIhIWWxmiYiIiEhZXrIDOJoQAjdv3pQdg4jcgE6ng0ajkR2jz7GOEpGj9KSOul0ze/PmTej1vbteNxHR3WhqakJgYKDsGH2OdZSIHKUnddTtzmag8orCjRs3MHToUFy6dMkl3yCdFY+7HK5w3Lky63xc4edKRTzucrjCcefKbCc0Go2y/6D/EhgYqPz3oCIedzl43J0P6yjdLR53OVz9uPMDYERERESkLDazRERERKQsNrMK0Wq1yM3NhVbLS9k6Eo+7HDzu1B/4cyUHj7sc7nLc3e4DYERERETkOrgyS0RERETKYjNLRERERMpiM0tEREREymIzS0RERETKYjOrkIKCAkRGRsLX1xdJSUk4dOiQ7EgurbS0FI8++igGDRoEjUaDbdu2yY7kFvLy8pCQkACdTofQ0FCkp6fj7NmzsmORi2AddSzWUTncrY6ymVXE1q1bkZ2djdzcXBw5cgRxcXFITU1FfX297Gguy2QyIS4uDgUFBbKjuJW9e/fCaDSivLwcu3fvRnt7O2bMmAGTySQ7GimOddTxWEflcLc6ylNzKSIpKQkJCQl4/fXXAQBWqxVDhw5FVlYWli1bJjmd69NoNCgqKkJ6errsKG6noaEBoaGh2Lt3Lx566CHZcUhhrKNysY7K4+p1lCuzCmhra8Phw4eRkpJiG/Pw8EBKSgrKysokJiPqf01NTQCA4OBgyUlIZayj5M5cvY6ymVXA1atXYbFYEBYWZjceFhaG2tpaSamI+p/VasWSJUswZcoUxMbGyo5DCmMdJXflDnXUS3YAIqKuGI1GnDx5Evv375cdhYhISe5QR9nMKiAkJASenp6oq6uzG6+rq4PBYJCUiqh/ZWZmYufOnSgtLcWQIUNkxyHFsY6SO3KXOsptBgrw8fFBfHw8iouLbWNWqxXFxcVITk6WmIyo7wkhkJmZiaKiInz66acYPny47EjkAlhHyZ24Wx3lyqwisrOzMXfuXEycOBGJiYlYt24dTCYT5s2bJzuay2pubkZlZaXt66qqKhw9ehTBwcGIiIiQmMy1GY1GbNmyBdu3b4dOp7PtZ9Tr9fDz85OcjlTGOup4rKNyuF0dFaSM/Px8ERERIXx8fERiYqIoLy+XHcml7dmzRwD4xm3u3Lmyo7m0zo45ALFhwwbZ0cgFsI46FuuoHO5WR3meWSIiIiJSFvfMEhEREZGy2MwSERERkbLYzBIRERGRstjMEhEREZGy2MwSERERkbLYzBIRERGRstjMEhEREZGy2MwS9QGNRoNt27bJjkFEpDTWUrobbGZJeQ0NDVi0aBEiIiKg1WphMBiQmpqKAwcOOCxDTU0Nvv/97zvs9YiI+hprKanKS3YAons1a9YstLW14d1338WIESNQV1eH4uJiNDY2OiyDwWBw2GsREfUH1lJSluzr6RLdi+vXrwsAoqSkpMs5AMQbb7wh0tLShK+vrxg+fLgoLCy0m3Px4kXx+OOPC71eL4KCgsRjjz0mqqqq7Oa88847IiYmRvj4+AiDwSCMRqPdaxQVFfX4+fbs2SMSEhKEv7+/0Ov1YvLkyeKLL764p2NBRHS3WEtJZdxmQEoLCAhAQEAAtm3bBrPZ3OW8FStWYNasWTh27Bhmz56NJ554AqdPnwYAtLe3IzU1FTqdDvv27cOBAwcQEBCAtLQ0tLW1AQDefPNNGI1GLFy4ECdOnMCOHTsQFRXV6Wt193wdHR1IT0/H1KlTcfz4cZSVlWHhwoXQaDR9f4CIiHqAtZSUJrubJrpXH374oQgKChK+vr5i8uTJIicnRxw7dsx2PwDx1FNP2T0mKSlJLFq0SAghxPvvvy+io6OF1Wq13W82m4Wfn5/4+OOPhRBCDBo0SDz33HNdZsAdqwndPV9jY2O3KyBERI7GWkqq4sosKW/WrFm4cuUKduzYgbS0NJSUlGDChAnYuHGjbU5ycrLdY5KTk22rCceOHUNlZSV0Op1tdSI4OBitra04f/486uvrceXKFUybNq1Hebp7vuDgYGRkZCA1NRWPPvooXn31VdTU1PTZ8SAiuhuspaQqfgCMXIKvry+mT5+O6dOnY8WKFZg/fz5yc3ORkZHR7WObm5sRHx+PzZs3f+O+gQMHwsOjd7/zdfd8ALBhwwYsXrwYu3btwtatW7F8+XLs3r0bkyZN6tVrERH1JdZSUhFXZsklxcTEwGQy2b4uLy+3u7+8vBxjxowBAEyYMAEVFRUIDQ1FVFSU3U2v10On0yEyMhLFxcU9eu3unu9fxo8fj5ycHBw8eBCxsbHYsmVLH3znRER9h7WUVMBmlpTW2NiIhx9+GJs2bcLx48dRVVWFwsJCvPzyy5g5c6ZtXmFhIdavX49z584hNzcXhw4dQmZmJgBg9uzZCAkJwcyZM7Fv3z5UVVWhpKQEixcvxuXLlwEAq1atwpo1a/Daa6+hoqICR44cQX5+fqeZunu+qqoq5OTkoKysDNXV1fjkk09QUVFhe0MgInI01lJSmuxNu0T3orW1VSxbtkxMmDBB6PV64e/vL6Kjo8Xy5ctFS0uLEOKfHygoKCgQ06dPF1qtVkRGRoqtW7faPU9NTY2YM2eOCAkJEVqtVowYMUIsWLBANDU12ea89dZbIjo6Wnh7e4vw8HCRlZVluw9fO53Mtz1fbW2tSE9PF+Hh4cLHx0cMGzZMrFy5Ulgslv49WEREXWAtJZVphBBCbjtN1L80Gg2KioqQnp4uOwoRkbJYS8lZcZsBERERESmLzSwRERERKYvbDIiIiIhIWVyZJSIiIiJlsZklIiIiImWxmSUiIiIiZbGZJSIiIiJlsZklIiIiImWxmSUiIiIiZbGZJSIiIiJlsZklIiIiImWxmSUiIiIiZf0/HoSgAHgas/4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置颜色主题\n",
    "antV = ['#1890FF', '#2FC25B', '#FACC14', '#223273', '#8543E0', '#13C2C2', '#3436c7', '#F04864'] \n",
    "# 绘制violinplot\n",
    "f, axes = plt.subplots(2, 2, figsize=(8, 8), sharex=True)\n",
    "sns.despine(left=True) # 删除上方和右方坐标轴上不需要的边框，这在matplotlib中是无法通过参数实现的\n",
    "sns.violinplot(x='Species', y=df.columns[0], data=df, palette=antV, ax=axes[0, 0])\n",
    "sns.violinplot(x='Species', y=df.columns[1], data=df, palette=antV, ax=axes[0, 1])\n",
    "sns.violinplot(x='Species', y=df.columns[2], data=df, palette=antV, ax=axes[1, 0])\n",
    "sns.violinplot(x='Species', y=df.columns[3], data=df, palette=antV, ax=axes[1, 1])\n",
    "plt.show()\n",
    "# 绘制pointplot\n",
    "f, axes = plt.subplots(2, 2, figsize=(8, 6), sharex=True)\n",
    "sns.despine(left=True)\n",
    "sns.pointplot(x='Species', y=df.columns[0], data=df, color=antV[1], ax=axes[0, 0])\n",
    "sns.pointplot(x='Species', y=df.columns[1], data=df, color=antV[1], ax=axes[0, 1])\n",
    "sns.pointplot(x='Species', y=df.columns[2], data=df, color=antV[1], ax=axes[1, 0])\n",
    "sns.pointplot(x='Species', y=df.columns[3], data=df, color=antV[1], ax=axes[1, 1])\n",
    "plt.show()\n",
    "# g = sns.pairplot(data=df, palette=antV, hue= 'Species')\n",
    "\n",
    "plt.subplots(figsize = (8,6))\n",
    "plotting.andrews_curves(df, 'Species', colormap='cool')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|--- feature_2 <= 2.45\n",
      "|   |--- class: setosa\n",
      "|--- feature_2 >  2.45\n",
      "|   |--- feature_3 <= 1.75\n",
      "|   |   |--- feature_2 <= 5.35\n",
      "|   |   |   |--- class: versicolor\n",
      "|   |   |--- feature_2 >  5.35\n",
      "|   |   |   |--- class: virginica\n",
      "|   |--- feature_3 >  1.75\n",
      "|   |   |--- feature_2 <= 4.85\n",
      "|   |   |   |--- class: virginica\n",
      "|   |   |--- feature_2 >  4.85\n",
      "|   |   |   |--- class: virginica\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 3000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 加载数据集\n",
    "data = load_iris() \n",
    "# 转换成.DataFrame形式\n",
    "df = pd.DataFrame(data.data, columns = data.feature_names)\n",
    "# 添加品种列\n",
    "df['Species'] = data.target\n",
    "\n",
    "# 用数值替代品种名作为标签\n",
    "target = np.unique(data.target)\n",
    "target_names = np.unique(data.target_names)\n",
    "targets = dict(zip(target, target_names))\n",
    "df['Species'] = df['Species'].replace(targets)\n",
    "\n",
    "# 提取数据和标签\n",
    "X = df.drop(columns=\"Species\")\n",
    "y = df[\"Species\"]\n",
    "feature_names = X.columns\n",
    "labels = y.unique()\n",
    "\n",
    "X_train, test_x, y_train, test_lab = train_test_split(X,y,\n",
    "                                                 test_size = 0.4,\n",
    "                                                 random_state = 42)\n",
    "model = DecisionTreeClassifier(max_depth =3, random_state = 42)\n",
    "model.fit(X_train, y_train) \n",
    "# 以文字形式输出树     \n",
    "text_representation = tree.export_text(model)\n",
    "print(text_representation)\n",
    "# 用图片画出\n",
    "plt.figure(figsize=(30,10), facecolor ='g') #\n",
    "a = tree.plot_tree(model,\n",
    "                   feature_names = feature_names,\n",
    "                   class_names = labels,\n",
    "                   rounded = True,\n",
    "                   filled = True,\n",
    "                   fontsize=14)\n",
    "plt.show()                                          "
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "47dfafb046f9703cd15ca753999a7e7c95274099825c7bcc45b473d6496cd1b0"
  },
  "kernelspec": {
   "display_name": "Python 3.7.11 64-bit ('py37': conda)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
